Tutorial

Table of Contents LLMOps with DSPy: Build RAG Systems Using Declarative Programming Introduction to DSPy: LLMOps Without Prompt Tuning Building Blocks of DSPy Language Models Signatures Modules Data Metrics Optimizers Building a RAG Framework for Biomedical Question Answering with DSPy…

Table of Contents LlamaIndex: Building a Smarter RAG-Based Chatbot Understanding Retrieval Augmented Generation Limitations of Standalone Large Language Models in Production What Is Retrieval Augmented Generation (RAG)? Different Stages of a RAG System Loading Indexing and Storing Querying Evaluating Introduction…

Table of Contents llama.cpp: The Ultimate Guide to Efficient LLM Inference and Applications The Evolution of Large Language Models The Challenge with LLMs Enters llama.cpp Understanding llama.cpp Background on Gerganov Contributions Unique Selling Point (USP) of llama.cpp Which Foundational Models…

Table of Contents How to Use ‘tf.GradientTape’ Configuring Your Development Environment Introduction What Is tf.GradienTape? Simple Example of tf.GradienTape Image Classification with the COCO Dataset Prepare the Dataset Define the Model Train the Model Using model.fit Custom Training Loop with…

Table of Contents Exploring Probabilistic Search: The Power of the BM25 Algorithm Probabilities in Search: The Probability Ranking Principle (PRP) The Probability Ranking Principle (PRP) Using Matching Score to Compute Relevance The Okapi BM25 Algorithm The BM25 Score Connection between…

Table of Contents No Module Named ‘tensorflow’ What Is TensorFlow 2? Prerequisites and Operating System TensorFlow Installation Steps Alternative TensorFlow Installation Methods Using Docker for TensorFlow Installing TensorFlow with Conda Learn TensorFlow Hands-On Summary Citation Information No Module Named ‘tensorflow’…

Table of Contents Implementing Semantic Search: Jaccard Similarity and Vector Space Models Beyond Boolean Search: Navigating Limitations and Opportunities Scoring: A Deep Dive into Jaccard Similarity for Retrieval Vector Space Models: The Power of TF-IDF Weighting Understanding the Importance of…

Table of Contents No Module Named ‘torch’ Choose Your Flavor Stable Release Preview (Nightly) Release Know Thy Operating System Linux macOS Windows Your Tool for the Job Conda Pip LibTorch How You’ll Talk to PyTorch Python C++ Other Languages CPU…

Table of Contents Boolean Search: Harnessing AND, OR, and NOT Gates with Inverted Indexes Harnessing the Power of Boolean Search with Inverted Indexes The Role and Impact of Information Retrieval in Today’s Digital Age Understanding the Core Components of an…