Python Lists Loops Comprehension Applied Ai With Python Batch 1 Class 1 Mohan Sivaraman

Summary

Comparing classification models on a loan-approval dataset, with preprocessing for skewed and numeric columns using pipelines ... What LLMs, RAG, embeddings and vector databases are, with a first hands-on look at LangChain, Hugging Face and FAISS. What web applications are, and how a plain Writing your own functions: arguments, return values, isinstance checks and importing functions across files, as used in real ... Exploring a dataset with Pandas: info, describe, shape, dtypes, categories, map and drop. Playlist: Removing data with pop(), working with JSON, String manipulation, type casting a string to a Hands-on dictionary practice: keys and values, updating and adding keys, mixed key types, and common pitfalls. Playlist: ... Converting categorical data to numbers with map() and scikit-learn preprocessing, and filling missing data with SimpleImputer.