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REAL DATA SCIENCE IN PYTHON
GET INTO PROGRAMMING
Setup
Git And Github
Python Basics
Introduction To Jupyter Notebook
Practice In Pandas
Regular Expressions
Matplotlib And Basic Visualization In Python
MATH FOR DATA SCIENCE
Linear Algebra
Probability Theory Overview
Bayes Theory
Law Of Large Numbers And Central Limit Theorem
Hypothesis Testing
Optimization Basics
DATA WRANGLING
XML
JSON
APIs
SQL
NoSQL
Messy Data And How To Handle It
SUPERVISED LEARNING
Linear And Logistic Regression
kNN, Dimensionality Reduction And Cross Validation
Support Vector Machines
Decision Trees And Random Forest
Hyperparameter Tuning
Best Practices
Classification Mini-Project: Prediction Of Loans
Regression Mini-Project: Prediction Of Sales
UNSUPERVISED LEARNING
Introduction To Clustering
Mini-Project: Clustering On Last.fm Dataset
ETHICS IN DATA SCIENCE
Ethics
(OPTIONAL) Calling Bullshit In The Age Of BigData
CAPSTONE PROJECT SELECTION
I Want To Select My Capstone Project
SOCIAL NETWORK ANALYSIS
Introduction to Network Science
NetworkX Tutorial
Social Network Analysis Exercise
DEEP LEARNING
Deep Learning Concepts
Deep Learning Applications
(OPTIONAL) Introduction To TensorFlow
NATURAL LANGUAGE PROCESSING
Introduction To Modern Natural Language Processing
Introduction To Spacy
Natural Language Processing Exercise
DATA AT SCALE
Introduction To Apache Spark
TIME SERIES ANALYSIS
Introduction To Time Series With Pandas
Time Series Exercise
Introduction To Jupyter Notebook
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