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AIBook

Welcome to my AIBook

Getting Started

Introduction

Deep Learning

Deep Learning AI: Course 1
- Logistic Regression with a Neural Network mindset
- Planar data classification with one hidden layer
Fast AI 2022
- Introduction to Deep Learning using Fastai
- Putting Models in Production with Hugging Face and Fastai
Fast AI 2021

AWS

Introduction

NLP

Deep Learning Course#1: Classification and Vector Spaces
Deep Learning Course#2: Probabilistic Models
Deep Learning Course#3: NLP with Sequence Models
Deep Learning Course#4: NLP with Attention Models

Wandb

Fastai with Wandb
Wandb and Structured Learning

Linear Algebra

Numerical Linear Algebra

Statistics

Thinking Bayes
- Probability
Workshop Bayesion Statistics
Workshop Descriptive Statistics

Structured

California Housing Dataset
- EDA
- Feature Engineering
Feature Engineering

Marketing Research

Customer Analytics
ESSEC’s Marketing Analytics Course
Campaign Analytics
- PPC Analysis
Conjoint Analysis
- Tea Survey

Business Analytics

ESSEC Startegic Business Analytics
Survival Analysis From Scratch
- Introduction to Survival Analysis
- Kaplan Meier

Competitions

Ultramnist

References

Changelog
Hacks
Markdown Files
Content with notebooks
aiking

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California Housing Dataset

California Housing Dataset#

We review this for tabular/structured learning

EDA
Feature Engineering
Modelling
Validation

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Hypothesis Testing

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EDA

By Rahul Saraf
© Copyright 2022.