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All Subjects
Data Science
Data Science
36 lessons across 6 topics
1. Foundations
1
Communication Skills
2
Ethics And Privacy
3
Project Lifecycle
4
Scientific Method
5
Tools And Environments
6
What Is Data Science
2. Programming
7
Data Structures
8
Efficient Computing
9
Python Basics
10
R For Analysis
11
Scripting And Automation
12
Software Practices
3. Statistics
13
Categorical Methods
14
Estimation
15
Hypothesis Testing
16
Linear Models
17
Probability Basics
18
Resampling Methods
4. Machine Learning
19
Deep Learning Intro
20
Feature Engineering
21
Model Evaluation
22
Production Ml
23
Supervised Learning
24
Unsupervised Learning
5. Data Engineering
25
Big Data Tools
26
Cloud Fundamentals
27
Data Warehousing
28
Databases
29
Etl Pipelines
30
Streaming Data
6. Applied Topics
31
Capstone Project
32
Causal Inference
33
Nlp Basics
34
Reproducible Research
35
Time Series
36
Visualization
