The Complete Reference to Data Science (ML/AI) and Related Concepts



Original Source Here

Table of Content

  • Introduction
  • Programming
  • Mathematics
  • Data Analysis and Visualization
  • Machine Learning Basics
  • Machine Learning Advanced
  • Natural Language Processing
  • Deep Learning
  • Reinforcement Learning
  • Data Systems and Big Data
  • Cloud Computing
  • Machine Learning in Production (MLOps)
  • ML Explainability (XAI)
  • Ethics in AI

Introduction

What, Why, and How of Data Science|Data Science Ecosystem|Roles in Data Science

What is Data Science?

Why Data Science Matters?

How to do Data Science?

Data Science Ecosystem

Roles in Data Science

Programming

SQL| Python|TensorFlow|Keras

SQL

Python

Tensorflow

Keras

Mathematics

Linear Algebra|Multivariate Calculus|Statistics and Probability

Linear Algebra

Multivariate Calculus

Statistics and Probability

Statistics

Probability

Data Analysis and Visualization

Data|Exploratory Data Analysis|Data Visualization

Exploratory Data Analysis

Data Visualization

Machine Learning Basics

Introduction|Linear Regression| Logistic Regression|Clustering|PCA|SVM

Introduction

Linear Regression

Logistic Regression

Machine Learning Advanced

Model Selection|Advanced Regression|Decision Trees|Bagging and Boosting|Neural Networks|Time Series

Natural Language Processing

Introduction|Text Processing|Lexical Processing|Syntax and Semantics|

Deep Learning

Introduction|FFNN|CNN|RNN/LSTM|Encoder-Decoder|Autoencoders|GANs

Reinforcement Learning

Introduction|Markov DecisionProcess|Optimal Policy Search|Monte-Carlo Learning|Temporal-Difference Learning|TD(λ) and Q-learning

Data Systems & Big Data

Data Systems|Evolution of Data Systems|Big Data|Hadoop|Spark

Cloud Computing

Introduction|IaaS, PaaS and SaaS|Public, Private and Hybrid Cloud|AWS, Azure and GCP

Machine Learning in Production (MLOps)

Introduction|ML Workflow Lifecycle|CI, CD and CT|Levels of MLOps|Pros and Cons of MLOps

ML Explainability (XAI)

Ethics in AI

AI/ML

Trending AI/ML Article Identified & Digested via Granola by Ramsey Elbasheer; a Machine-Driven RSS Bot

%d bloggers like this: