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Guide
Python
Installation
Syntax & Symantics
Functions & Modules
Object Oriented Programming
Exceptions Handling
Handling Files
Datetime Operations
Advanced Concepts
Interpreter vs Compiler
Exercises
Statistics
Mathematics
Vectors
Matrices
Similarity measure
Data analytics
Numpy
NumPy
Exercises
Pandas
Pandas
How To's
Exercises
Matplotlib
Matplotlib
Exercises
Machine Learning
Introduction
Exploratory Data Analysis
Data Preparation
Regression
Classfication
Clustering
Evaluation
K-Fold Cross Validation
Dimensionality Reduction
Neural Networks
Introduction
Backpropogation
Activations
Optimizations
Pytorch
Fundamentals
Workflow
Classification
Computer Vision
Custom Datasets
Transfer Learning
Natural Language Processing
Word Vectors & Dependency Parsing
Embeddings
N Gram using CNN
Word2Vec
Neural Language Model
Recurrent Neural Network (RNN)
Encoder Decoder
Attention
Transformer
Language Modelling Tasks
Appendix
Generative AI
Prompt Engineering
Basic Prompting
Advanced Prompting
Prompts Applications
Prompts Adversarial
Reliability
Langchain
Langchain Cookbook 1
Langchain Cookbook 2
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Machine Learning Guide
Machine Learning Guide
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