Thursday, 20 July 2023

4-YEAR DATA SCIENCE DEGREE: FOR FREE

Wanted , the first 12 students now for this program please. 

rsvp here if interested 

nigel



Evans Florence reposted this
4-YEAR DATA SCIENCE DEGREE: FOR FREE

A 4-year Data Science degree from Harvard costs $330,000+. Want to learn about Data Science but don't want to spend that much?

Here are 6 Data Science courses from Harvard that cost $0:

1/ Programming (Python): https://lnkd.in/dTKjW-mi

1.1. Covers programming basics (Variables, functions, conditionals & loops)✅

1.2. Software tools and techniques (Libraries & Unit testing)✅

1.3. Some advanced concepts (Exceptions, Regex & OOP)✅


2. Data Visualisation (using R): https://lnkd.in/dTZGV3nk

2.1. Data Visualisation basics ✅

2.2. Plot creation and customization ✅

2.3. Critiquing and choosing plots ✅


3. Probability (using R): https://lnkd.in/dyF_k7hB

3.1. Probability theory fundamentals ✅

3.2. Monte Carlo simulations ✅

3.3. The meaning of expected values and standard errors and how to compute them ✅

3.4. Statistical Measures and Central Limit Theorem ✅


4. Data Wrangling (In R): https://lnkd.in/dJJNMeDd

4.1. Data Import and Extraction (Importing Data, Web Scraping) ✅

4.2. Data Preparation and Transformation (Tidying Data with the Tidyverse String Processing with Regex) ✅

4.3. Data Manipulation and Analysis (dplyr, date/time, text mining) ✅


5. Linear Regression (using R): https://lnkd.in/dYh8E83Y

5.1. Origins of Linear Regression ✅

5.2. Confounding and Detection: What is confounding and how to detect it ✅

5.3. Implementing Linear Regression: How to examine the relationships between variables by implementing linear regression ✅


6. Machine Learning: https://lnkd.in/d2FRzUZi

6.1. ML Basics ✅

6.2. Cross-Validation: Assess performance, prevent overfitting✅

6.3. ML Algorithms: Decision trees, forests, SVM, etc✅

6.4. Recommendation Systems: Personalized suggestions✅

6.5. Regularization: Controls complexity, prevents overfitting✅

Be informed and educated 🤓✨

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