mehulpatel21/datasciencemicromasters-ucsd

Data Science Micromasters from University of California San Diego through edx.org

Hi there 👋

datasciencemicromasters-ucsd's Issues

Combinatorics

Basics in Python and Unix

This is to track to do list for first course: Python For Data Science in the Data Science Micromasters from UCSD through edx.org

Discrete Distribution Families

Python for Data Science parent

PCA and Weather Analysis

Continuous Distribution Families

Intro to Machine Learning

Major Capstone Project

Generative Modeling I & II

Inequalities and Limit Theorems

Introduction to Big Data using Spark

Optimization and Geometry

Final Project 2

Big Data Analysis using Spark Parent

Intro to ML

Introduction to Probability and Statistics

Prediction Problems

Probability introduction

Epic

Linear Regression and Probability Estimation

Statistics, Parameter Estimation and Confidence Interval

Mini Project

K-means and Intrinsic Dimensions

Sets and Counting

Pandas

Combining Simple Classifiers

Conditional Probability

Data Science MicroMasters

1. Python for Data Science
2. Probability and Statistics with Python
3. Machine Learning Fundamentals
4. Big Data Analysis with Spark

Final Project 1

Jupyter notebook and Numpy

Jupyter notebook and Numpy exercises in course one: Python For Data Science

Regression and PCA and Hypothesis testing

Probability and Statistics in Python Parent

Random Variables, Expectation, and Variance

Linear Classification

Data Visualization

Deep Learning

MapReduce and Spark

Representation Learning I & II

Working with Text and Databases

Decision Trees, Random Forests, Boosting

Neural Networks and TensorFlow

Machine Learning Fundamentals parent