# Categories

[Latest](https://community.deeplearning.ai/latest.md) · [Categories](https://community.deeplearning.ai/categories.md) · [Tags](https://community.deeplearning.ai/tags.md)

## [News and Announcements](https://community.deeplearning.ai/c/news-and-announcements/24.md)

Stay up-to-date with DeepLearning.AI news and announcements

## [AI Discussions](https://community.deeplearning.ai/c/ai-discussions/408.md)

A dedicated forum space to engage in conversations about Artificial Intelligence.

## [Course Q&A](https://community.deeplearning.ai/c/course-q-a/406.md)

Ask questions related to DeepLearning.AI courses.

## [AI Python for Beginners](https://community.deeplearning.ai/c/course-q-a/ai-python-for-beginners/463.md)

To ensure a smooth and productive experience for everyone, here are a few important guidelines regarding posting in our forum:

Parent: [Course Q&A](https://community.deeplearning.ai/c/course-q-a/406.md)

## [AP4B Resources](https://community.deeplearning.ai/c/course-q-a/ai-python-for-beginners/ap4b-resources/495.md)

In this Resources category everyone is encouraged to share useful materials related to the AI Python for Beginners Course

Parent: [AI Python for Beginners](https://community.deeplearning.ai/c/course-q-a/ai-python-for-beginners/463.md)

## [AI Prompting for Everyone](https://community.deeplearning.ai/c/course-q-a/ai-prompting-for-everyone/609.md)

To ensure a smooth and productive experience for everyone, here are a few important guidelines regarding posting in our forum:

Parent: [Course Q&A](https://community.deeplearning.ai/c/course-q-a/406.md)

## [AP4E Resources](https://community.deeplearning.ai/c/course-q-a/ai-prompting-for-everyone/ap4e/610.md)

Parent: [AI Prompting for Everyone](https://community.deeplearning.ai/c/course-q-a/ai-prompting-for-everyone/609.md)

## [Context Engineering](https://community.deeplearning.ai/c/course-q-a/context-engineering/629.md)

To ensure a smooth and productive experience for everyone, here are a few important guidelines regarding posting in our forum:

Parent: [Course Q&A](https://community.deeplearning.ai/c/course-q-a/406.md)

## [Context Engineering Resources](https://community.deeplearning.ai/c/course-q-a/context-engineering/context-engineering-resources/630.md)

Parent: [Context Engineering](https://community.deeplearning.ai/c/course-q-a/context-engineering/629.md)

## [Transformers in Practice](https://community.deeplearning.ai/c/course-q-a/transformers-in-practice/611.md)

To ensure a smooth and productive experience for everyone, here are a few important guidelines regarding posting in our forum:

Parent: [Course Q&A](https://community.deeplearning.ai/c/course-q-a/406.md)

## [Transformers Resources](https://community.deeplearning.ai/c/course-q-a/transformers-in-practice/transformers-resources/613.md)

Parent: [Transformers in Practice](https://community.deeplearning.ai/c/course-q-a/transformers-in-practice/611.md)

## [Agentic AI](https://community.deeplearning.ai/c/course-q-a/agentic-ai/567.md)

To ensure a smooth and productive experience for everyone, here are a few important guidelines regarding posting in our forum:

Parent: [Course Q&A](https://community.deeplearning.ai/c/course-q-a/406.md)

## [Agentic AI Resources](https://community.deeplearning.ai/c/course-q-a/agentic-ai/agentic-ai-resources/573.md)

Parent: [Agentic AI](https://community.deeplearning.ai/c/course-q-a/agentic-ai/567.md)

## [Professional Certificate:PyTorch for Deep Learning](https://community.deeplearning.ai/c/course-q-a/professional-certificate-pytorch-for-deep-learning/557.md)

To ensure a smooth and productive experience for everyone, here are a few important guidelines regarding posting in our forum:

Parent: [Course Q&A](https://community.deeplearning.ai/c/course-q-a/406.md)

## [PyTorch: Fundamentals](https://community.deeplearning.ai/c/course-q-a/professional-certificate-pytorch-for-deep-learning/pytorch-fundamentals/560.md)

Parent: [Professional Certificate:PyTorch for Deep Learning](https://community.deeplearning.ai/c/course-q-a/professional-certificate-pytorch-for-deep-learning/557.md)

## [PyTorch: Techniques and Ecosystem Tools](https://community.deeplearning.ai/c/course-q-a/professional-certificate-pytorch-for-deep-learning/pytorch-techniques-and-ecosystem-tools/561.md)

Parent: [Professional Certificate:PyTorch for Deep Learning](https://community.deeplearning.ai/c/course-q-a/professional-certificate-pytorch-for-deep-learning/557.md)

## [PyTorch: Advanced Architectures and Deployment](https://community.deeplearning.ai/c/course-q-a/professional-certificate-pytorch-for-deep-learning/pytorch-advanced-architectures-and-deployment/562.md)

Parent: [Professional Certificate:PyTorch for Deep Learning](https://community.deeplearning.ai/c/course-q-a/professional-certificate-pytorch-for-deep-learning/557.md)

## [Pytorch for Deep Learning: Resources](https://community.deeplearning.ai/c/course-q-a/professional-certificate-pytorch-for-deep-learning/pytorch-for-deep-learning-resources/558.md)

Parent: [Professional Certificate:PyTorch for Deep Learning](https://community.deeplearning.ai/c/course-q-a/professional-certificate-pytorch-for-deep-learning/557.md)

## [Fine-tuning & RL for LLMs: Intro to Post-training](https://community.deeplearning.ai/c/course-q-a/fine-tuning-rl-for-llms-intro-to-post-training/579.md)

To ensure a smooth and productive experience for everyone, here are a few important guidelines regarding posting in our forum:

Parent: [Course Q&A](https://community.deeplearning.ai/c/course-q-a/406.md)

## [Fine-tuning: Intro to Post-training Resources](https://community.deeplearning.ai/c/course-q-a/fine-tuning-rl-for-llms-intro-to-post-training/fine-tuning-intro-to-post-training-resources/580.md)

Parent: [Fine-tuning & RL for LLMs: Intro to Post-training](https://community.deeplearning.ai/c/course-q-a/fine-tuning-rl-for-llms-intro-to-post-training/579.md)

## [Multi-Agent Systems with CrewAI](https://community.deeplearning.ai/c/course-q-a/multi-agent-systems-with-crewai/576.md)

To ensure a smooth and productive experience for everyone, here are a few important guidelines regarding posting in our forum:

Parent: [Course Q&A](https://community.deeplearning.ai/c/course-q-a/406.md)

## [Fast Prototyping of GenAI Apps with Streamlit](https://community.deeplearning.ai/c/course-q-a/fast-prototyping-of-genai-apps-with-streamlit/523.md)

To ensure a smooth and productive experience for everyone, here are a few important guidelines regarding posting in our forum:

Parent: [Course Q&A](https://community.deeplearning.ai/c/course-q-a/406.md)

## [FastProto Resources](https://community.deeplearning.ai/c/course-q-a/fast-prototyping-of-genai-apps-with-streamlit/fastproto-resources/555.md)

Parent: [Fast Prototyping of GenAI Apps with Streamlit](https://community.deeplearning.ai/c/course-q-a/fast-prototyping-of-genai-apps-with-streamlit/523.md)

## [Retrieval Augmented Generation](https://community.deeplearning.ai/c/course-q-a/retrieval-augmented-generation/539.md)

To ensure a smooth and productive experience for everyone, here are a few important guidelines regarding posting in our forum:

Parent: [Course Q&A](https://community.deeplearning.ai/c/course-q-a/406.md)

## [RAG Resources](https://community.deeplearning.ai/c/course-q-a/retrieval-augmented-generation/rag-resources/541.md)

Parent: [Retrieval Augmented Generation](https://community.deeplearning.ai/c/course-q-a/retrieval-augmented-generation/539.md)

## [Data Analytics Professional Certificate](https://community.deeplearning.ai/c/course-q-a/data-analytics-professional-certificate/506.md)

To ensure a smooth and productive experience for everyone, here are a few important guidelines regarding posting in our forum:

Parent: [Course Q&A](https://community.deeplearning.ai/c/course-q-a/406.md)

## [Data Analytics Foundations](https://community.deeplearning.ai/c/course-q-a/data-analytics-professional-certificate/dag-course-1/507.md)

Parent: [Data Analytics Professional Certificate](https://community.deeplearning.ai/c/course-q-a/data-analytics-professional-certificate/506.md)

## [Applied Statistics for Data Analytics](https://community.deeplearning.ai/c/course-q-a/data-analytics-professional-certificate/dag-course-2/508.md)

Parent: [Data Analytics Professional Certificate](https://community.deeplearning.ai/c/course-q-a/data-analytics-professional-certificate/506.md)

## [Python for Data Analytics](https://community.deeplearning.ai/c/course-q-a/data-analytics-professional-certificate/dag-course-3/509.md)

Parent: [Data Analytics Professional Certificate](https://community.deeplearning.ai/c/course-q-a/data-analytics-professional-certificate/506.md)

## [Data Analytics Professional Certificate Resources](https://community.deeplearning.ai/c/course-q-a/data-analytics-professional-certificate/dag-resources/512.md)

Parent: [Data Analytics Professional Certificate](https://community.deeplearning.ai/c/course-q-a/data-analytics-professional-certificate/506.md)

## [Data Storytelling](https://community.deeplearning.ai/c/course-q-a/data-analytics-professional-certificate/dag-course-5/511.md)

Parent: [Data Analytics Professional Certificate](https://community.deeplearning.ai/c/course-q-a/data-analytics-professional-certificate/506.md)

## [Data I/O and Processing with Python and SQL](https://community.deeplearning.ai/c/course-q-a/data-analytics-professional-certificate/dag-course-4/510.md)

Parent: [Data Analytics Professional Certificate](https://community.deeplearning.ai/c/course-q-a/data-analytics-professional-certificate/506.md)

## [Generative AI for Software Development](https://community.deeplearning.ai/c/course-q-a/generative-ai-for-software-development/478.md)

To ensure a smooth and productive experience for everyone, here are a few important guidelines regarding posting in our forum:

Parent: [Course Q&A](https://community.deeplearning.ai/c/course-q-a/406.md)

## [Introduction to Generative AI for Software Develop](https://community.deeplearning.ai/c/course-q-a/generative-ai-for-software-development/genai4sd-course-1/479.md)

Parent: [Generative AI for Software Development](https://community.deeplearning.ai/c/course-q-a/generative-ai-for-software-development/478.md)

## [Team Software Engineering with AI](https://community.deeplearning.ai/c/course-q-a/generative-ai-for-software-development/genai4sd-course-2/480.md)

Parent: [Generative AI for Software Development](https://community.deeplearning.ai/c/course-q-a/generative-ai-for-software-development/478.md)

## [AI-Powered Software and System Design](https://community.deeplearning.ai/c/course-q-a/generative-ai-for-software-development/genai4sd-course-3/481.md)

Parent: [Generative AI for Software Development](https://community.deeplearning.ai/c/course-q-a/generative-ai-for-software-development/478.md)

## [GenAI4SD Resources](https://community.deeplearning.ai/c/course-q-a/generative-ai-for-software-development/genai4sd-resources/484.md)

Parent: [Generative AI for Software Development](https://community.deeplearning.ai/c/course-q-a/generative-ai-for-software-development/478.md)

## [Data Engineering](https://community.deeplearning.ai/c/course-q-a/data-engineering-specialization/466.md)

To ensure a smooth and productive experience for everyone, here are a few important guidelines regarding posting in our forum:

Parent: [Course Q&A](https://community.deeplearning.ai/c/course-q-a/406.md)

## [Introduction to Data Engineering](https://community.deeplearning.ai/c/course-q-a/data-engineering-specialization/de-course-1/467.md)

Parent: [Data Engineering](https://community.deeplearning.ai/c/course-q-a/data-engineering-specialization/466.md)

## [Source Systems, Data Ingestion, and Pipelines](https://community.deeplearning.ai/c/course-q-a/data-engineering-specialization/de-course-2/469.md)

Parent: [Data Engineering](https://community.deeplearning.ai/c/course-q-a/data-engineering-specialization/466.md)

## [Data Storage and Queries](https://community.deeplearning.ai/c/course-q-a/data-engineering-specialization/de-course-3/468.md)

Parent: [Data Engineering](https://community.deeplearning.ai/c/course-q-a/data-engineering-specialization/466.md)

## [Data Modeling, Transformation, and Serving](https://community.deeplearning.ai/c/course-q-a/data-engineering-specialization/de-course-4/470.md)

Parent: [Data Engineering](https://community.deeplearning.ai/c/course-q-a/data-engineering-specialization/466.md)

## [Data Engineering Resources](https://community.deeplearning.ai/c/course-q-a/data-engineering-specialization/de-resources/471.md)

Parent: [Data Engineering](https://community.deeplearning.ai/c/course-q-a/data-engineering-specialization/466.md)

## [Deep Learning Specialization](https://community.deeplearning.ai/c/course-q-a/deep-learning-specialization/6.md)

To ensure a smooth and productive experience for everyone, here are a few important guidelines regarding posting in our forum:

Parent: [Course Q&A](https://community.deeplearning.ai/c/course-q-a/406.md)

## [Neural Networks and Deep Learning](https://community.deeplearning.ai/c/course-q-a/deep-learning-specialization/dls-course-1/12.md)

Welcome to the DLS Course 1: Neural Networks and Deep Learning Community Page!

Parent: [Deep Learning Specialization](https://community.deeplearning.ai/c/course-q-a/deep-learning-specialization/6.md)

## [Improving Deep Neural Networks: Hyperparameter tun](https://community.deeplearning.ai/c/course-q-a/deep-learning-specialization/dls-course-2/13.md)

Welcome to the DLS Course 2: Improving Deep Neural Networks: Hyperparameter tuning, Regularization, and Optimization Discourse page!

Parent: [Deep Learning Specialization](https://community.deeplearning.ai/c/course-q-a/deep-learning-specialization/6.md)

## [Structuring Machine Learning Projects](https://community.deeplearning.ai/c/course-q-a/deep-learning-specialization/dls-course-3/14.md)

Welcome to the DLS Course 3: Structuring Machine Learning Projects Discourse Page!

Parent: [Deep Learning Specialization](https://community.deeplearning.ai/c/course-q-a/deep-learning-specialization/6.md)

## [Convolutional Neural Networks](https://community.deeplearning.ai/c/course-q-a/deep-learning-specialization/dls-course-4/15.md)

Welcome to the DLS Course 4: Convolutional Neural Networks Discourse page!

Parent: [Deep Learning Specialization](https://community.deeplearning.ai/c/course-q-a/deep-learning-specialization/6.md)

## [Sequence Models](https://community.deeplearning.ai/c/course-q-a/deep-learning-specialization/dls-course-5/16.md)

Welcome the DLS Course 5: Sequence Models Discourse page!

Parent: [Deep Learning Specialization](https://community.deeplearning.ai/c/course-q-a/deep-learning-specialization/6.md)

## [Deep Learning Resources](https://community.deeplearning.ai/c/course-q-a/deep-learning-specialization/deep-learning-resources/26.md)

In the Deep Learning Resources category everyone is encouraged to share resources related to the world of Deep Learning. Whether is is your own research, something interesting, cutting edge or some...

Parent: [Deep Learning Specialization](https://community.deeplearning.ai/c/course-q-a/deep-learning-specialization/6.md)

## [Machine Learning Specialization](https://community.deeplearning.ai/c/course-q-a/machine-learning-specialization/221.md)

To ensure a smooth and productive experience for everyone, here are a few important guidelines regarding posting in our forum:

Parent: [Course Q&A](https://community.deeplearning.ai/c/course-q-a/406.md)

## [Supervised ML: Regression and Classification](https://community.deeplearning.ai/c/course-q-a/machine-learning-specialization/mls-course-1/274.md)

Parent: [Machine Learning Specialization](https://community.deeplearning.ai/c/course-q-a/machine-learning-specialization/221.md)

## [Advanced Learning Algorithms](https://community.deeplearning.ai/c/course-q-a/machine-learning-specialization/mls-course-2/269.md)

Parent: [Machine Learning Specialization](https://community.deeplearning.ai/c/course-q-a/machine-learning-specialization/221.md)

## [Unsupervised Learning, Recommenders, Reinforcement](https://community.deeplearning.ai/c/course-q-a/machine-learning-specialization/mls-course-3/284.md)

Parent: [Machine Learning Specialization](https://community.deeplearning.ai/c/course-q-a/machine-learning-specialization/221.md)

## [MLS Resources](https://community.deeplearning.ai/c/course-q-a/machine-learning-specialization/mls-resources/279.md)

Here you can find resources that will help you better understand and grow in this specialization.

Parent: [Machine Learning Specialization](https://community.deeplearning.ai/c/course-q-a/machine-learning-specialization/221.md)

## [Math for Machine Learning](https://community.deeplearning.ai/c/course-q-a/math-for-machine-learning/264.md)

To ensure a smooth and productive experience for everyone, here are a few important guidelines regarding posting in our forum:

Parent: [Course Q&A](https://community.deeplearning.ai/c/course-q-a/406.md)

## [Linear Algebra for Machine Learning and Data Sc...](https://community.deeplearning.ai/c/course-q-a/math-for-machine-learning/m4ml-course-1/292.md)

Parent: [Math for Machine Learning](https://community.deeplearning.ai/c/course-q-a/math-for-machine-learning/264.md)

## [Calculus for Machine Learning and Data Science](https://community.deeplearning.ai/c/course-q-a/math-for-machine-learning/m4ml-course-2/304.md)

Parent: [Math for Machine Learning](https://community.deeplearning.ai/c/course-q-a/math-for-machine-learning/264.md)

## [Probability & Statistics for Machine Learning &...](https://community.deeplearning.ai/c/course-q-a/math-for-machine-learning/m4ml-course-3/336.md)

Parent: [Math for Machine Learning](https://community.deeplearning.ai/c/course-q-a/math-for-machine-learning/264.md)

## [M4ML Resources](https://community.deeplearning.ai/c/course-q-a/math-for-machine-learning/m4ml-resources/290.md)

Parent: [Math for Machine Learning](https://community.deeplearning.ai/c/course-q-a/math-for-machine-learning/264.md)

## [Generative AI for Everyone](https://community.deeplearning.ai/c/course-q-a/generative-ai-for-everyone/381.md)

To ensure a smooth and productive experience for everyone, here are a few important guidelines regarding posting in our forum:

Parent: [Course Q&A](https://community.deeplearning.ai/c/course-q-a/406.md)

## [GenAI4E Resources](https://community.deeplearning.ai/c/course-q-a/generative-ai-for-everyone/genai4e-resources/385.md)

Parent: [Generative AI for Everyone](https://community.deeplearning.ai/c/course-q-a/generative-ai-for-everyone/381.md)

## [Generative AI with Large Language Models](https://community.deeplearning.ai/c/course-q-a/generative-ai-with-large-language-models/328.md)

To ensure a smooth and productive experience for everyone, here are a few important guidelines regarding posting in our forum:

Parent: [Course Q&A](https://community.deeplearning.ai/c/course-q-a/406.md)

## [GenAI with LLMs Resources](https://community.deeplearning.ai/c/course-q-a/generative-ai-with-large-language-models/gaia-resources/332.md)

Parent: [Generative AI with Large Language Models](https://community.deeplearning.ai/c/course-q-a/generative-ai-with-large-language-models/328.md)

## [AI for Good](https://community.deeplearning.ai/c/course-q-a/ai-for-good/226.md)

To ensure a smooth and productive experience for everyone, here are a few important guidelines regarding posting in our forum:

Parent: [Course Q&A](https://community.deeplearning.ai/c/course-q-a/406.md)

## [AI and Public Health](https://community.deeplearning.ai/c/course-q-a/ai-for-good/ai4g-course-1/354.md)

This is the first course in the AI for Good Specialization, which demonstrates how AI is being utilized to address some of the world’s biggest challenges — and provides a framework for you to be pa...

Parent: [AI for Good](https://community.deeplearning.ai/c/course-q-a/ai-for-good/226.md)

## [AI and Climate Change](https://community.deeplearning.ai/c/course-q-a/ai-for-good/ai4g-course-2/355.md)

AI and Climate Change, you will begin by learning the basics of anthropogenic climate change — why it is happening, its projected impacts, and how it is already driving extreme weather around the g...

Parent: [AI for Good](https://community.deeplearning.ai/c/course-q-a/ai-for-good/226.md)

## [AI and Disaster Management](https://community.deeplearning.ai/c/course-q-a/ai-for-good/ai4g-course-3/356.md)

AI and Disaster Management, you will begin by learning how natural disasters create both short and long-term impacts on the economy, environment, and community. You will learn how the disaster mana...

Parent: [AI for Good](https://community.deeplearning.ai/c/course-q-a/ai-for-good/226.md)

## [AI for Good Resources](https://community.deeplearning.ai/c/course-q-a/ai-for-good/ai4g-resources/353.md)

Parent: [AI for Good](https://community.deeplearning.ai/c/course-q-a/ai-for-good/226.md)

## [Machine Learning in Production](https://community.deeplearning.ai/c/course-q-a/machine-learning-in-production/25.md)

To ensure a smooth and productive experience for everyone, here are a few important guidelines regarding posting in our forum:

Parent: [Course Q&A](https://community.deeplearning.ai/c/course-q-a/406.md)

## [MLEP Resources](https://community.deeplearning.ai/c/course-q-a/machine-learning-in-production/mlep-resources/35.md)

In the Resources category everyone is encouraged to share resources related to the world of machine learning. Whether it is your own research, something interesting, cutting edge or something you t...

Parent: [Machine Learning in Production](https://community.deeplearning.ai/c/course-q-a/machine-learning-in-production/25.md)

## [Natural Language Processing](https://community.deeplearning.ai/c/course-q-a/natural-language-processing/37.md)

Parent: [Course Q&A](https://community.deeplearning.ai/c/course-q-a/406.md)

## [NLP with Classification and Vector Spaces](https://community.deeplearning.ai/c/course-q-a/natural-language-processing/nlp-course-1/193.md)

Welcome to course 1 of Natural Langauge Processing Specialization.

Parent: [Natural Language Processing](https://community.deeplearning.ai/c/course-q-a/natural-language-processing/37.md)

## [NLP with Probabilistic Models](https://community.deeplearning.ai/c/course-q-a/natural-language-processing/nlp-course-2/194.md)

Welcome to course 2 of Natural Langauge Processing Specialization.

Parent: [Natural Language Processing](https://community.deeplearning.ai/c/course-q-a/natural-language-processing/37.md)

## [NLP with Sequence Models](https://community.deeplearning.ai/c/course-q-a/natural-language-processing/nlp-course-3/195.md)

Welcome to course 3 of Natural Langauge Processing Specialization.

Parent: [Natural Language Processing](https://community.deeplearning.ai/c/course-q-a/natural-language-processing/37.md)

## [NLP with Attention Models](https://community.deeplearning.ai/c/course-q-a/natural-language-processing/nlp-course-4/196.md)

Welcome to course 4 of Natural Langauge Processing Specialization.

Parent: [Natural Language Processing](https://community.deeplearning.ai/c/course-q-a/natural-language-processing/37.md)

## [NLP Resources](https://community.deeplearning.ai/c/course-q-a/natural-language-processing/nlp-resources/199.md)

In the Resources category everyone is encouraged to share resources related to the world of Natural Language Processing. Whether it is your own research, something interesting, cutting edge or some...

Parent: [Natural Language Processing](https://community.deeplearning.ai/c/course-q-a/natural-language-processing/37.md)

## [TensorFlow: Data and Deployment Specialization](https://community.deeplearning.ai/c/course-q-a/tensorflow-data-and-deployment-specialization/40.md)

To ensure a smooth and productive experience for everyone, here are a few important guidelines regarding posting in our forum:

Parent: [Course Q&A](https://community.deeplearning.ai/c/course-q-a/406.md)

## [Browser-based Models with TensorFlow.js](https://community.deeplearning.ai/c/course-q-a/tensorflow-data-and-deployment-specialization/tf2-course-1/141.md)

Welcome to course 1 of Tensorflow Data and Deployment

Parent: [TensorFlow: Data and Deployment Specialization](https://community.deeplearning.ai/c/course-q-a/tensorflow-data-and-deployment-specialization/40.md)

## [Device-based Models with TensorFlow Lite](https://community.deeplearning.ai/c/course-q-a/tensorflow-data-and-deployment-specialization/tf2-course-2/142.md)

Welcome to course 2 of Tensorflow Data and Deployment

Parent: [TensorFlow: Data and Deployment Specialization](https://community.deeplearning.ai/c/course-q-a/tensorflow-data-and-deployment-specialization/40.md)

## [Data Pipelines with TensorFlow Data Services](https://community.deeplearning.ai/c/course-q-a/tensorflow-data-and-deployment-specialization/tf2-course-3/143.md)

Welcome to course 2 of Tensorflow Data and Deployment

Parent: [TensorFlow: Data and Deployment Specialization](https://community.deeplearning.ai/c/course-q-a/tensorflow-data-and-deployment-specialization/40.md)

## [Advanced Deployment Scenarios with TensorFlow](https://community.deeplearning.ai/c/course-q-a/tensorflow-data-and-deployment-specialization/tf2-course-4/144.md)

Welcome to course 4 of Tensorflow Data and Deployment

Parent: [TensorFlow: Data and Deployment Specialization](https://community.deeplearning.ai/c/course-q-a/tensorflow-data-and-deployment-specialization/40.md)

## [TensorFlow: Data and Deployment Resources](https://community.deeplearning.ai/c/course-q-a/tensorflow-data-and-deployment-specialization/tf2-resources/147.md)

In the Resources category everyone is encouraged to share resources related to the world of Tensorflow Data and Deplyoment. Whether it is your own research, something interesting, cutting edge or s...

Parent: [TensorFlow: Data and Deployment Specialization](https://community.deeplearning.ai/c/course-q-a/tensorflow-data-and-deployment-specialization/40.md)

## [Generative Adversarial Networks (GANS)](https://community.deeplearning.ai/c/course-q-a/generative-adversarial-networks-gans/38.md)

To ensure a smooth and productive experience for everyone, here are a few important guidelines regarding posting in our forum:

Parent: [Course Q&A](https://community.deeplearning.ai/c/course-q-a/406.md)

## [Build Basic Generative Adversarial Networks](https://community.deeplearning.ai/c/course-q-a/generative-adversarial-networks-gans/gans-course-1/167.md)

Welcome to course 1 of Generative Adversarial Networks.

Parent: [Generative Adversarial Networks (GANS)](https://community.deeplearning.ai/c/course-q-a/generative-adversarial-networks-gans/38.md)

## [Build Better Generative Adversarial Networks](https://community.deeplearning.ai/c/course-q-a/generative-adversarial-networks-gans/gans-course-2/168.md)

Welcome to course 2 of Generative Adversarial Networks.

Parent: [Generative Adversarial Networks (GANS)](https://community.deeplearning.ai/c/course-q-a/generative-adversarial-networks-gans/38.md)

## [Apply Generative Adversarial Networks](https://community.deeplearning.ai/c/course-q-a/generative-adversarial-networks-gans/gans-course-3/169.md)

Welcome to course 3 of Generative Adversarial Networks.

Parent: [Generative Adversarial Networks (GANS)](https://community.deeplearning.ai/c/course-q-a/generative-adversarial-networks-gans/38.md)

## [Generative Adversarial Networks Resources](https://community.deeplearning.ai/c/course-q-a/generative-adversarial-networks-gans/gans-resources/166.md)

In the Resources category everyone is encouraged to share resources related to the world of GANS. Whether it is your own research, something interesting, cutting edge or something you think someone...

Parent: [Generative Adversarial Networks (GANS)](https://community.deeplearning.ai/c/course-q-a/generative-adversarial-networks-gans/38.md)

## [TensorFlow Developer Professional](https://community.deeplearning.ai/c/course-q-a/tensorflow-developer-professional/39.md)

To ensure a smooth and productive experience for everyone, here are a few important guidelines regarding posting in our forum:

Parent: [Course Q&A](https://community.deeplearning.ai/c/course-q-a/406.md)

## [Introduction to TF for Artificial Intelligence ...](https://community.deeplearning.ai/c/course-q-a/tensorflow-developer-professional/tf1-course-1/79.md)

Welcome to course 1

Parent: [TensorFlow Developer Professional](https://community.deeplearning.ai/c/course-q-a/tensorflow-developer-professional/39.md)

## [Convolutional Neural Networks in TensorFlow](https://community.deeplearning.ai/c/course-q-a/tensorflow-developer-professional/tf1-course-2/80.md)

Welcome to course 2 of DeepLearning.AI TensorFlow Developer Professional Certificate Specialization.

Parent: [TensorFlow Developer Professional](https://community.deeplearning.ai/c/course-q-a/tensorflow-developer-professional/39.md)

## [Natural Language Processing in TensorFlow](https://community.deeplearning.ai/c/course-q-a/tensorflow-developer-professional/tf1-course-3/81.md)

Welcome to course 3 of DeepLearning.AI TensorFlow Developer Professional Certificate Specialization.

Parent: [TensorFlow Developer Professional](https://community.deeplearning.ai/c/course-q-a/tensorflow-developer-professional/39.md)

## [Sequences, Time Series and Prediction](https://community.deeplearning.ai/c/course-q-a/tensorflow-developer-professional/tf1-course-4/82.md)

Welcome to course 4 of DeepLearning.AI TensorFlow Developer Professional Certificate Specialization.

Parent: [TensorFlow Developer Professional](https://community.deeplearning.ai/c/course-q-a/tensorflow-developer-professional/39.md)

## [TF Developer Professional Certificate Resources](https://community.deeplearning.ai/c/course-q-a/tensorflow-developer-professional/tf1-resources/78.md)

In the Resources category everyone is encouraged to share resources related to the world of Deeplearning.ai Tensorflow Developer Professional. Whether it is your own research, something interesting...

Parent: [TensorFlow Developer Professional](https://community.deeplearning.ai/c/course-q-a/tensorflow-developer-professional/39.md)

## [TensorFlow: Advanced Techniques Specialization](https://community.deeplearning.ai/c/course-q-a/tensorflow-advanced-techniques-specialization/41.md)

To ensure a smooth and productive experience for everyone, here are a few important guidelines regarding posting in our forum:

Parent: [Course Q&A](https://community.deeplearning.ai/c/course-q-a/406.md)

## [Custom Models, Layers and Loss Functions with TF](https://community.deeplearning.ai/c/course-q-a/tensorflow-advanced-techniques-specialization/tf3-course-1/120.md)

Welcome to course 1 of TensorFlow: Advanced Techniques.

Parent: [TensorFlow: Advanced Techniques Specialization](https://community.deeplearning.ai/c/course-q-a/tensorflow-advanced-techniques-specialization/41.md)

## [Custom and Distributed Training with TF](https://community.deeplearning.ai/c/course-q-a/tensorflow-advanced-techniques-specialization/tf3-course-2/128.md)

Welcome to course 2 of TensorFlow: Advanced Techniques.

Parent: [TensorFlow: Advanced Techniques Specialization](https://community.deeplearning.ai/c/course-q-a/tensorflow-advanced-techniques-specialization/41.md)

## [Advanced Computer Vision with TensorFlow](https://community.deeplearning.ai/c/course-q-a/tensorflow-advanced-techniques-specialization/tf3-course-3/122.md)

Welcome to course 3 of TensorFlow: Advanced Techniques.

Parent: [TensorFlow: Advanced Techniques Specialization](https://community.deeplearning.ai/c/course-q-a/tensorflow-advanced-techniques-specialization/41.md)

## [Generative Deep Learning with TensorFlow](https://community.deeplearning.ai/c/course-q-a/tensorflow-advanced-techniques-specialization/tf3-course-4/123.md)

Welcome to course 4 of TensorFlow: Advanced Techniques.

Parent: [TensorFlow: Advanced Techniques Specialization](https://community.deeplearning.ai/c/course-q-a/tensorflow-advanced-techniques-specialization/41.md)

## [TF-AT Resources](https://community.deeplearning.ai/c/course-q-a/tensorflow-advanced-techniques-specialization/tf3-resources/119.md)

In the Resources category, everyone is encouraged to share resources related to the world of Tensorflow Advanced Techniques. Whether it is your own research, something interesting, cutting edge or ...

Parent: [TensorFlow: Advanced Techniques Specialization](https://community.deeplearning.ai/c/course-q-a/tensorflow-advanced-techniques-specialization/41.md)

## [AI For Everyone](https://community.deeplearning.ai/c/course-q-a/ai-for-everyone/42.md)

To ensure a smooth and productive experience for everyone, here are a few important guidelines regarding posting in our forum:

Parent: [Course Q&A](https://community.deeplearning.ai/c/course-q-a/406.md)

## [AI For Everyone Resources](https://community.deeplearning.ai/c/course-q-a/ai-for-everyone/ai4e-resources/95.md)

Parent: [AI For Everyone](https://community.deeplearning.ai/c/course-q-a/ai-for-everyone/42.md)

## [AI For Medicine](https://community.deeplearning.ai/c/course-q-a/ai-for-medicine/43.md)

To ensure a smooth and productive experience for everyone, here are a few important guidelines regarding posting in our forum:

Parent: [Course Q&A](https://community.deeplearning.ai/c/course-q-a/406.md)

## [AI for Medical Diagnosis](https://community.deeplearning.ai/c/course-q-a/ai-for-medicine/ai4m-course-1/96.md)

Welcome to course 1 AI for Medical Diagnosis.

Parent: [AI For Medicine](https://community.deeplearning.ai/c/course-q-a/ai-for-medicine/43.md)

## [AI for Medical Prognosis](https://community.deeplearning.ai/c/course-q-a/ai-for-medicine/ai4m-course-2/97.md)

Welcome to course 2 AI for Medical Prognosis.

Parent: [AI For Medicine](https://community.deeplearning.ai/c/course-q-a/ai-for-medicine/43.md)

## [AI For Medical Treatment](https://community.deeplearning.ai/c/course-q-a/ai-for-medicine/ai4m-course-3/98.md)

Welcome to course 3 AI for Medical Treatment.

Parent: [AI For Medicine](https://community.deeplearning.ai/c/course-q-a/ai-for-medicine/43.md)

## [AI4 for Medicine Resources](https://community.deeplearning.ai/c/course-q-a/ai-for-medicine/ai4m-resources/112.md)

In the Resources category, everyone is encouraged to share resources related to the world of AI For Medicine. Whether it is your own research, something interesting, cutting edge or something you t...

Parent: [AI For Medicine](https://community.deeplearning.ai/c/course-q-a/ai-for-medicine/43.md)

## [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

Ask questions related to DeepLearning.AI short courses

## [Build with Andrew!](https://community.deeplearning.ai/c/short-course-q-a/build-with-andrew/590.md)

To ensure a smooth and productive experience for everyone, here are a few important guidelines regarding posting in our forum:

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [AI Python for Beginners-SC](https://community.deeplearning.ai/c/short-course-q-a/ai-python-for-beginners-sc/533.md)

Click on the link to add your post on the course category!

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Building AI Assistants with On-Device Memory](https://community.deeplearning.ai/c/short-course-q-a/building-ai-assistants-with-on-device-memory/628.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Building Adaptive AI Agents](https://community.deeplearning.ai/c/short-course-q-a/building-adaptive-ai-agents/627.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [AI Coding Workflows: From Cloud to Local](https://community.deeplearning.ai/c/short-course-q-a/ai-coding-workflows-from-cloud-to-local/625.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [AI Code Review](https://community.deeplearning.ai/c/short-course-q-a/ai-code-review/623.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Fast LLM Inference with Cerebras](https://community.deeplearning.ai/c/short-course-q-a/fast-llm-inference-with-cerebras/622.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Voice for AI Agents and Applications](https://community.deeplearning.ai/c/short-course-q-a/voice-for-ai-agents-and-applications/619.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [AI Agents for Image and Video Generation](https://community.deeplearning.ai/c/short-course-q-a/ai-agents-for-image-and-video-generation/616.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Fast & Efficient LLM Inference with vLLM](https://community.deeplearning.ai/c/short-course-q-a/fast-efficient-llm-inference-with-vllm/617.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Build Interactive Agents with Generative UI](https://community.deeplearning.ai/c/short-course-q-a/build-interactive-agents-with-generative-ui/612.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Building Multimodal Data Pipelines](https://community.deeplearning.ai/c/short-course-q-a/building-multimodal-data-pipelines/608.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Spec-Driven Development with Coding Agents](https://community.deeplearning.ai/c/short-course-q-a/spec-driven-development-with-coding-agents/607.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Efficient Inference with SGLang](https://community.deeplearning.ai/c/short-course-q-a/efficient-inference-with-sglang/604.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Agent Memory: Building Memory-Aware Agents](https://community.deeplearning.ai/c/short-course-q-a/agent-memory-building-memory-aware-agents/603.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Build and Train an LLM with JAX](https://community.deeplearning.ai/c/short-course-q-a/build-and-train-an-llm-with-jax/602.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [A2A: The Agent2Agent Protocol](https://community.deeplearning.ai/c/short-course-q-a/a2a-the-agent2agent-protocol/598.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Agent Skills with Anthropic](https://community.deeplearning.ai/c/short-course-q-a/agent-skills-with-anthropic/596.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Gemini CLI:Code & Create with an Open-Source Agent](https://community.deeplearning.ai/c/short-course-q-a/gemini-cli-code-create-with-an-open-source-agent/594.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Document AI: From OCR to Agentic Doc Extraction](https://community.deeplearning.ai/c/short-course-q-a/document-ai-from-ocr-to-agentic-doc-extraction/592.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Nvidia's NeMo Agent Toolkit:Making Agents Reliable](https://community.deeplearning.ai/c/short-course-q-a/nvidias-nemo-agent-toolkit-making-agents-reliable/589.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Multi-vector Image Retrieval](https://community.deeplearning.ai/c/short-course-q-a/multi-vector-image-retrieval/588.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Building Coding Agents with Tool Execution](https://community.deeplearning.ai/c/short-course-q-a/building-coding-agents-with-tool-execution/587.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Jupyter AI: AI Coding in Notebooks](https://community.deeplearning.ai/c/short-course-q-a/jupyter-ai-ai-coding-in-notebooks/585.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Governing AI Agents](https://community.deeplearning.ai/c/short-course-q-a/governing-ai-agents/578.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Building Live Voice Agents with Google’s ADK](https://community.deeplearning.ai/c/short-course-q-a/building-live-voice-agents-with-google-s-adk/575.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Building and Evaluating Data Agents](https://community.deeplearning.ai/c/short-course-q-a/building-and-evaluating-data-agents/566.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Build AI Apps with MCP Servers: With Box Files](https://community.deeplearning.ai/c/short-course-q-a/build-ai-apps-with-mcp-servers-with-box-files/563.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Knowledge Graphs for AI Agent API Discovery](https://community.deeplearning.ai/c/short-course-q-a/knowledge-graphs-for-ai-agent-api-discovery/559.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Agentic Knowledge Graph Construction](https://community.deeplearning.ai/c/short-course-q-a/agentic-knowledge-graph-construction/556.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Claude Code: A Highly Agentic Coding Assistant](https://community.deeplearning.ai/c/short-course-q-a/claude-code-a-highly-agentic-coding-assistant/553.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Pydantic for LLM Workflows](https://community.deeplearning.ai/c/short-course-q-a/pydantic-for-llm-workflows/552.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Post-training of LLMs](https://community.deeplearning.ai/c/short-course-q-a/post-training-of-llms/535.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [ACP: Agent Communication Protocol](https://community.deeplearning.ai/c/short-course-q-a/acp-agent-communication-protocol/531.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Building with Llama 4](https://community.deeplearning.ai/c/short-course-q-a/building-with-llama-4/529.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Orchestrating Workflows for GenAI Applications](https://community.deeplearning.ai/c/short-course-q-a/orchestrating-workflows-for-genai-applications/528.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [DSPy: Build and Optimize Agentic Apps](https://community.deeplearning.ai/c/short-course-q-a/dspy-build-and-optimize-agentic-apps/527.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Reinforcement Fine-Tuning LLMs with GRPO](https://community.deeplearning.ai/c/short-course-q-a/reinforcement-fine-tuning-llms-with-grpo/526.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [MCP: Build Rich-Context AI Apps with Anthropic](https://community.deeplearning.ai/c/short-course-q-a/mcp-build-rich-context-ai-apps-with-anthropic/525.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Building AI Voice Agents for Production](https://community.deeplearning.ai/c/short-course-q-a/building-ai-voice-agents-for-production/524.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Building Code Agents with Hugging Face smolagents](https://community.deeplearning.ai/c/short-course-q-a/building-code-agents-with-hugging-face-smolagents/520.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Building AI Browser Agents](https://community.deeplearning.ai/c/short-course-q-a/building-ai-browser-agents/518.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Getting Structured LLM Output](https://community.deeplearning.ai/c/short-course-q-a/getting-structured-llm-output/517.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Vibe Coding 101 with Replit](https://community.deeplearning.ai/c/short-course-q-a/vibe-coding-101-with-replit/516.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Long-Term Agentic Memory with LangGraph](https://community.deeplearning.ai/c/short-course-q-a/long-term-agentic-memory-with-langgraph/515.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Event-Driven Agentic Document Workflows](https://community.deeplearning.ai/c/short-course-q-a/event-driven-agentic-document-workflows/513.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Build Apps with Windsurf’s AI Coding Agent](https://community.deeplearning.ai/c/short-course-q-a/build-apps-with-windsurf-s-ai-coding-agent/505.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Evaluating AI Agents](https://community.deeplearning.ai/c/short-course-q-a/evaluating-ai-agents/504.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Attention in Transformers: Concepts and Code in Py](https://community.deeplearning.ai/c/short-course-q-a/attention-in-transformers-concepts-and-code-in-py/502.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [How Transformer LLMs Work](https://community.deeplearning.ai/c/short-course-q-a/how-transformer-llms-work/501.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Building Towards Computer Use with Anthropic](https://community.deeplearning.ai/c/short-course-q-a/building-towards-computer-use-with-anthropic/500.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Build Long-Context AI Apps with Jamba](https://community.deeplearning.ai/c/short-course-q-a/build-long-context-ai-apps-with-jamba/498.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Reasoning with o1](https://community.deeplearning.ai/c/short-course-q-a/reasoning-with-o1/497.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Collaborative Writing and Coding with OpenAI Canva](https://community.deeplearning.ai/c/short-course-q-a/collaborative-writing-and-coding-with-openai-canva/496.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Building an AI-Powered Game](https://community.deeplearning.ai/c/short-course-q-a/building-an-ai-powered-game/492.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Safe and Reliable AI via Guardrails](https://community.deeplearning.ai/c/short-course-q-a/safe-and-reliable-ai-via-guardrails/490.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [LLMs as Operating Systems: Agent Memory](https://community.deeplearning.ai/c/short-course-q-a/llms-as-operating-systems-agent-memory/488.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Practical Multi AI Agents and Advanced Use Cases w](https://community.deeplearning.ai/c/short-course-q-a/practical-multi-ai-agents-and-advanced-use-cases-w/487.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Introducing Multimodal Llama 3.2](https://community.deeplearning.ai/c/short-course-q-a/introducing-multimodal-llama-3-2/485.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Retrieval Optimization: From Tokenization to Vecto](https://community.deeplearning.ai/c/short-course-q-a/retrieval-optimization-from-tokenization-to-vecto/483.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Large Multimodal Model Prompting with Gemini](https://community.deeplearning.ai/c/short-course-q-a/large-multimodal-model-prompting-with-gemini/472.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Building AI Applications with Haystack](https://community.deeplearning.ai/c/short-course-q-a/building-ai-applications-with-haystack/465.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Improving Accuracy of LLM Applications](https://community.deeplearning.ai/c/short-course-q-a/improving-accuracy-of-llm-applications/464.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Embedding Models: From Architecture to Implementat](https://community.deeplearning.ai/c/short-course-q-a/embedding-models-from-architecture-to-implementat/462.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Federated Learning](https://community.deeplearning.ai/c/short-course-q-a/federated-learning/461.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Pretraining LLMs](https://community.deeplearning.ai/c/short-course-q-a/pretraining-llms/459.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Prompt Compression and Query Optimization](https://community.deeplearning.ai/c/short-course-q-a/prompt-compression-and-query-optimization/458.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Carbon Aware Computing for GenAI Developers](https://community.deeplearning.ai/c/short-course-q-a/carbon-aware-computing-for-genai-developers/456.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Function-Calling and Data Extraction with LLMs](https://community.deeplearning.ai/c/short-course-q-a/function-calling-and-data-extraction-with-llms/455.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Building Your Own Database Agent](https://community.deeplearning.ai/c/short-course-q-a/building-your-own-database-agent/454.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [AI Agents in LangGraph](https://community.deeplearning.ai/c/short-course-q-a/ai-agents-in-langgraph/453.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [AI Agentic Design Patterns with AutoGen](https://community.deeplearning.ai/c/short-course-q-a/ai-agentic-design-patterns-with-autogen/451.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Introduction to On-Device AI](https://community.deeplearning.ai/c/short-course-q-a/introduction-to-on-device-ai/450.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Multi AI Agent Systems with crewAI](https://community.deeplearning.ai/c/short-course-q-a/multi-ai-agent-systems-with-crewai/449.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Building Multimodal Search and RAGs](https://community.deeplearning.ai/c/short-course-q-a/building-multimodal-search-and-rags/448.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Prompt Engineering for Vision Modelss](https://community.deeplearning.ai/c/short-course-q-a/prompt-engineering-for-vision-modelss/445.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Building Agentic RAG with LlamaIndex](https://community.deeplearning.ai/c/short-course-q-a/building-agentic-rag-with-llamaindex/447.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Quantization In Depth](https://community.deeplearning.ai/c/short-course-q-a/quantization-in-depth/446.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Getting Started with Mistral](https://community.deeplearning.ai/c/short-course-q-a/getting-started-with-mistral/443.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Quantization Fundamentals with Hugging Face](https://community.deeplearning.ai/c/short-course-q-a/quantization-fundamentals-with-hugging-face/442.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Preprocessing Unstructured Data 4 LLM Applications](https://community.deeplearning.ai/c/short-course-q-a/preprocessing-unstructured-data-for-llm-applicatio/441.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Red Teaming LLM Applications](https://community.deeplearning.ai/c/short-course-q-a/red-teaming-llm-applications/440.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [JavaScript RAG Web Apps with LlamaIndex](https://community.deeplearning.ai/c/short-course-q-a/javascript-rag-web-apps-with-llamaindex/439.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Efficiently Serving LLMs](https://community.deeplearning.ai/c/short-course-q-a/efficiently-serving-llms/438.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Knowledge Graphs for RAG](https://community.deeplearning.ai/c/short-course-q-a/knowledge-graphs-for-rag/437.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Open Source Models with Hugging Face](https://community.deeplearning.ai/c/short-course-q-a/open-source-models-with-hugging-face/436.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Prompt Engineering with Llama 2](https://community.deeplearning.ai/c/short-course-q-a/prompt-engineering-with-llama-2/435.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Serverless LLM apps with Amazon Bedrock](https://community.deeplearning.ai/c/short-course-q-a/serverless-llm-apps-with-amazon-bedrock/426.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Building Applications with Vector Databases](https://community.deeplearning.ai/c/short-course-q-a/building-applications-with-vector-databases/424.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Automated Testing for LLMOPs](https://community.deeplearning.ai/c/short-course-q-a/automated-testing-for-llmops/422.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [LLMOps](https://community.deeplearning.ai/c/short-course-q-a/llmops/421.md)

About the LLMOps category

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Build LLM Apps with LangChain.js](https://community.deeplearning.ai/c/short-course-q-a/build-llm-apps-with-langchain-js/416.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Advanced Retrieval for AI with Chroma](https://community.deeplearning.ai/c/short-course-q-a/advanced-retrieval-for-ai-with-chroma/414.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Reinforcement Learning from Human Feedback](https://community.deeplearning.ai/c/short-course-q-a/reinforcement-learning-from-human-feedback/403.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Building and Evaluating Advanced RAG Applications](https://community.deeplearning.ai/c/short-course-q-a/building-and-evaluating-advanced-rag-applications/402.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Quality and Safety for LLM Applications](https://community.deeplearning.ai/c/short-course-q-a/quality-and-safety-for-llm-applications/397.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Vector Databases: from Embeddings to Applications](https://community.deeplearning.ai/c/short-course-q-a/vector-databases-from-embeddings-to-applications/390.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Functions, Tools and Agents with LangChain](https://community.deeplearning.ai/c/short-course-q-a/functions-tools-and-agents-with-langchain/379.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Pair Programming with a Large Language Model](https://community.deeplearning.ai/c/short-course-q-a/pair-programming-with-a-large-language-model/377.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [ChatGPT Prompt Engineering for Developers](https://community.deeplearning.ai/c/short-course-q-a/chatgpt-prompt-engineering-for-developers/325.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [LangChain for LLM Application Development](https://community.deeplearning.ai/c/short-course-q-a/langchain-for-llm-application-development/330.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [How Diffusion Models Work](https://community.deeplearning.ai/c/short-course-q-a/how-diffusion-models-work/333.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Building Systems with the ChatGPT API](https://community.deeplearning.ai/c/short-course-q-a/building-systems-with-the-chatgpt-api/342.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [LangChain: Chat with Your Data](https://community.deeplearning.ai/c/short-course-q-a/langchain-chat-with-your-data/367.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Building Generative AI applications with Gradio](https://community.deeplearning.ai/c/short-course-q-a/building-generative-ai-applications-with-gradio/370.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Evaluating and Debugging Generative AI](https://community.deeplearning.ai/c/short-course-q-a/evaluating-and-debugging-generative-ai/371.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Large Language Models with Semantic Search](https://community.deeplearning.ai/c/short-course-q-a/large-language-models-with-semantic-search/372.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Finetuning Large Language Models](https://community.deeplearning.ai/c/short-course-q-a/finetuning-large-language-models/373.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [How Business Thinkers Can Start Building AI Plugin](https://community.deeplearning.ai/c/short-course-q-a/how-business-thinkers-can-start-building-ai-plugin/374.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Understanding and Applying Text Embeddings with...](https://community.deeplearning.ai/c/short-course-q-a/understanding-and-applying-text-embeddings-with-ve/375.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Short Course Resources](https://community.deeplearning.ai/c/short-course-q-a/short-course-resources/423.md)

Parent: [Short Course Q&A](https://community.deeplearning.ai/c/short-course-q-a/324.md)

## [Community Programs](https://community.deeplearning.ai/c/community-programs/380.md)

Our members are a diverse group of people from all over the world who are interested in learning all things AI. Join us in shaping the future of learning and make a lasting impact on the lives of o...

## [Events](https://community.deeplearning.ai/c/events/72.md)

Join our latest technical workshops to learn more about how to build with AI

## [FAQ](https://community.deeplearning.ai/c/faq/391.md)

Frequently asked questions from the community

## [Community Guidelines & Policies](https://community.deeplearning.ai/c/faq/community-guidelines-policies/392.md)

The DeepLearning.AI Community is a Civilized Place for Public Discussion

Parent: [FAQ](https://community.deeplearning.ai/c/faq/391.md)

## [How to Use the Forum](https://community.deeplearning.ai/c/faq/how-to-use-the-forum/415.md)

Welcome to the DeepLearning.AI Community Forum! Please take a few minutes to read through how to use the forum.

Parent: [FAQ](https://community.deeplearning.ai/c/faq/391.md)

## [DeepLearning.AI Learning Platform FAQ](https://community.deeplearning.ai/c/faq/deeplearningai-learning-platform-faq/452.md)

Parent: [FAQ](https://community.deeplearning.ai/c/faq/391.md)

## [Certificates & Course Completion](https://community.deeplearning.ai/c/faq/deeplearningai-learning-platform-faq/certificates-course-completion/568.md)

Parent: [DeepLearning.AI Learning Platform FAQ](https://community.deeplearning.ai/c/faq/deeplearningai-learning-platform-faq/452.md)

## [Membership Support](https://community.deeplearning.ai/c/faq/deeplearningai-learning-platform-faq/membership-support/571.md)

Parent: [DeepLearning.AI Learning Platform FAQ](https://community.deeplearning.ai/c/faq/deeplearningai-learning-platform-faq/452.md)

## [Account & Profile Management](https://community.deeplearning.ai/c/faq/deeplearningai-learning-platform-faq/account-profile-management/569.md)

Parent: [DeepLearning.AI Learning Platform FAQ](https://community.deeplearning.ai/c/faq/deeplearningai-learning-platform-faq/452.md)

## [Billing & Payments](https://community.deeplearning.ai/c/faq/deeplearningai-learning-platform-faq/billing-payments/572.md)

Parent: [DeepLearning.AI Learning Platform FAQ](https://community.deeplearning.ai/c/faq/deeplearningai-learning-platform-faq/452.md)

## [Technical Issues & Course Access](https://community.deeplearning.ai/c/faq/deeplearningai-learning-platform-faq/technical-issues-course-access/570.md)

Parent: [DeepLearning.AI Learning Platform FAQ](https://community.deeplearning.ai/c/faq/deeplearningai-learning-platform-faq/452.md)

## [Short Courses FAQ](https://community.deeplearning.ai/c/faq/deeplearningai-learning-platform-faq/short-courses-faq/597.md)

Parent: [DeepLearning.AI Learning Platform FAQ](https://community.deeplearning.ai/c/faq/deeplearningai-learning-platform-faq/452.md)

## [Uncategorized](https://community.deeplearning.ai/c/uncategorized/1.md)
