From Python Function To Api Applied Ai With Python Batch 1 Class 27 Mohan Sivaraman

Summary

What web applications are, and how a plain Hands-on dictionary practice: keys and values, updating and adding keys, mixed key types, and common pitfalls. Playlist: ... What LLMs, RAG, embeddings and vector databases are, with a first hands-on look at LangChain, Hugging Face and FAISS. Comparing classification models on a loan-approval dataset, with preprocessing for skewed and numeric columns using pipelines ... Iterating over lists and strings with for loops and range, list comprehension, sorting and reversing a list. Playlist: Setting up LangChain and Hugging Face: installing the libraries, getting Exploring a dataset with Pandas: info, describe, shape, dtypes, categories, map and drop. Playlist: Building a RAG app step by step: loading a PDF with PyPDFLoader, splitting text, creating embeddings and searching with FAISS. Training, saving and serving a model as an