amitness/learning amitness/learning

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  • Created almost 7 years ago
  • Updated 4 months ago
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amitness

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Repository Details

A log of things I'm learning

learning

A running log of things I'm learning to build strong core software engineering skills while also expanding breadth of knowledge on adjacent technologies a little bit everyday.

Core Skills

Python Programming
Resource Progress
Datacamp: Writing Efficient Python Code ✓
Datacamp: Writing Functions in Python ✓
Datacamp: Object-Oriented Programming in Python ✓
Datacamp: Importing Data in Python (Part 1) ✓
Datacamp: Importing Data in Python (Part 2) ✓
Datacamp: Intermediate Python for Data Science ✓
Datacamp: Python Data Science Toolbox (Part 1) ✓
Datacamp: Python Data Science Toolbox (Part 2) ✓
Datacamp: Developing Python Packages ✓
Datacamp: Conda Essentials ✓
Youtube: Tutorial: Sebastian Witowski - Modern Python Developer's Toolkit ✓
Datacamp: Unit Testing for Data Science in Python ✓
Datacamp: Working with Dates and Times in Python
Datacamp: Command Line Automation in Python
Book: Python 201
Book: Writing Idiomatic Python 3
Book: Test Driven Development with Python
Data Structures and Algorithms
Resource Progress
Book: Grokking Algorithms ✓
Udacity: Intro to Data Structures and Algorithms ✓
Linux & Command Line
Resource Progress
Datacamp: Introduction to Shell for Data Science ✓
Datacamp: Introduction to Bash Scripting ✓
Datacamp: Data Processing in Shell ✓
MIT: The Missing Semester ✓
Udacity: Linux Command Line Basics ✓
Udacity: Shell Workshop ✓
Udacity: Configuring Linux Web Servers ✓
Version Control
Resource Progress
Udacity: Version Control with Git ✓
Datacamp: Introduction to Git for Data Science ✓
Udacity: GitHub & Collaboration ✓
Udacity: How to Use Git and GitHub ✓
Web Technology
Resource Progress
Codecademy: Learn HTML ✓
Codecademy: Make a website ✓
Pluralsight: CSS Positioning ✓
Pluralsight: Introduction to CSS ✓
Pluralsight: CSS: Specificity, the Box Model, and Best Practices ✓
Pluralsight: CSS: Using Flexbox for Layout ✓
Code School: Blasting Off with Bootstrap ✓
Pluralsight: UX Fundamentals ✓
Codecademy: Learn SASS ✓
Udacity: ES6 - JavaScript Improved ✓
Udacity: Intro to Javascript ✓
Udacity: Object Oriented JS 1 ✓
Udacity: Object Oriented JS 2 ✓
Udemy: Understanding Typescript ✓
Codecademy: Learn ReactJS: Part I ✓
Codecademy: Learn ReactJS: Part II ✓
Codecademy: Learn JavaScript ✓
Codecademy: Jquery Track ✓
Pluralsight: Using The Chrome Developer Tools ✓
Book: Refactoring UI
Databases
Resource Progress
Udacity: Intro to relational database ✓
Udacity: Database Systems Concepts & Design
Datacamp: Database Design
Datacamp: Introduction to Databases in Python
Datacamp: Intro to SQL for Data Science ✓
Datacamp: Intermediate SQL
Datacamp: Joining Data in PostgreSQL
Udacity: SQL for Data Analysis
Datacamp: Exploratory Data Analysis in SQL
Datacamp: Applying SQL to Real-World Problems
Datacamp: Analyzing Business Data in SQL
Datacamp: Reporting in SQL
Datacamp: Data-Driven Decision Making in SQL
Backend and System Design
Resource Progress
Udemy: AWS Certified Developer - Associate 2018 ✓
Book: Machine Learning Systems Design
Udacity: Authentication & Authorization: OAuth
Udacity: HTTP & Web Servers
Udacity: Client-Server Communication
Udacity: Designing RESTful APIs
Udacity: Networking for Web Developers
Datacamp: Customer Analytics & A/B Testing in Python
Udacity: A/B Testing
Maths
Resource Progress
Datacamp: Foundations of Probability in Python ✓
Datacamp: Introduction to Statistics ✓
Datacamp: Introduction to Statistics in Python ✓
Datacamp: Hypothesis Testing in Python ✓
Datacamp: Statistical Thinking in Python (Part 1) ✓
Datacamp: Statistical Thinking in Python (Part 2) ✓
Datacamp: Experimental Design in Python ✓
edX: Essential Statistics for Data Analysis using Excel ✓
Udacity: Intro to Inferential Statistics ✓
MIT 18.06 Linear Algebra, Spring 2005 ✓
Udacity: Eigenvectors and Eigenvalues ✓
Udacity: Linear Algebra Refresher
Youtube: Essence of linear algebra

Specialized Skills

Machine Learning
Resource Progress
Book: Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow, 2nd Edition
Fast.ai: Deep Learning for Coder (2020) ✓
Datacamp: Ensemble Methods in Python ✓
Datacamp: Extreme Gradient Boosting with XGBoost
Datacamp: Clustering Methods with SciPy ✓
Datacamp: Unsupervised Learning in Python ✓
Udacity: Segmentation and Clustering ✓
Datacamp: Intro to Python for Data Science ✓
Datacamp: pandas Foundations ✓
Datacamp: Pandas Joins for Spreadsheet Users ✓
Datacamp: Manipulating DataFrames with pandas ✓
Datacamp: Merging DataFrames with pandas ✓
Datacamp: Data Manipulation with pandas ✓
Datacamp: Optimizing Python Code with pandas ✓
Datacamp: Streamlined Data Ingestion with pandas ✓
Datacamp: Analyzing Marketing Campaigns with pandas ✓
edX: Implementing Predictive Analytics with Spark in Azure HDInsight ✓
Datacamp: Supervised Learning with scikit-learn ✓
Datacamp: Machine Learning with Tree-Based Models in Python ✓
Datacamp: Linear Classifiers in Python ✓
Deeplizard: Keras - Python Deep Learning Neural Network API ✓
Datacamp: Deep Learning in Python ✓
Datacamp: Convolutional Neural Networks for Image Processing ✓
Datacamp: Introduction to TensorFlow in Python ✓
Datacamp: Introduction to Deep Learning with Keras ✓
Datacamp: Advanced Deep Learning with Keras ✓
Udacity: Intro to TensorFlow for Deep Learning ✓
Datacamp: Introduction to Deep Learning with PyTorch ✓
Deeplizard: Neural Network Programming - Deep Learning with PyTorch ✓
Natural Language Processing
Resource Progress
Book: Natural Language Processing with Transformer
Stanford CS224U: Natural Language Understanding | Spring 2019 ✓
Stanford CS224N: Stanford CS224N: NLP with Deep Learning | Winter 2019 ✓
CMU: Low-resource NLP Bootcamp 2020 ✓
CMU Multilingual NLP 2020 ✓
Datacamp: Feature Engineering for NLP in Python ✓
Datacamp: Natural Language Processing Fundamentals in Python ✓
Datacamp: Regular Expressions in Python ✓
Datacamp: RNN for Language Modeling ✓
Datacamp: Natural Language Generation in Python ✓
Datacamp: Building Chatbots in Python ✓
Datacamp: Sentiment Analysis in Python ✓
Datacamp: Machine Translation in Python ✓
Datacamp: Advanced NLP with spaCy ✓

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