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  • Created over 6 years ago
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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 โœ“
Datacamp: Writing Functions in Python โœ“
Datacamp: Object-Oriented Programming in Python โœ“
Datacamp: Importing Data in Python (Part 1) โœ“
Datacamp: Importing Data in Python (Part 2) โœ“
Datacamp: Intermediate Python for Data Science โœ“
Datacamp: Python Data Science Toolbox (Part 1) โœ“
Datacamp: Python Data Science Toolbox (Part 2) โœ“
Datacamp: Developing Python Packages โœ“
Datacamp: Conda Essentials โœ“
Youtube: Tutorial: Sebastian Witowski - Modern Python Developer's Toolkit โœ“
Datacamp: Unit Testing for Data Science in Python โœ“
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 โœ“
Udacity: Intro to Data Structures and Algorithms โœ“
Linux & Command Line
Resource Progress
Datacamp: Introduction to Shell for Data Science โœ“
Datacamp: Introduction to Bash Scripting โœ“
Datacamp: Data Processing in Shell โœ“
MIT: The Missing Semester โœ“
Udacity: Linux Command Line Basics โœ“
Udacity: Shell Workshop โœ“
Udacity: Configuring Linux Web Servers โœ“
Version Control
Resource Progress
Udacity: Version Control with Git โœ“
Datacamp: Introduction to Git for Data Science โœ“
Udacity: GitHub & Collaboration โœ“
Udacity: How to Use Git and GitHub โœ“
Web Technology
Resource Progress
Codecademy: Learn HTML โœ“
Codecademy: Make a website โœ“
Pluralsight: CSS Positioning โœ“
Pluralsight: Introduction to CSS โœ“
Pluralsight: CSS: Specificity, the Box Model, and Best Practices โœ“
Pluralsight: CSS: Using Flexbox for Layout โœ“
Code School: Blasting Off with Bootstrap โœ“
Pluralsight: UX Fundamentals โœ“
Codecademy: Learn SASS โœ“
Udacity: ES6 - JavaScript Improved โœ“
Udacity: Intro to Javascript โœ“
Udacity: Object Oriented JS 1 โœ“
Udacity: Object Oriented JS 2 โœ“
Udemy: Understanding Typescript โœ“
Codecademy: Learn ReactJS: Part I โœ“
Codecademy: Learn ReactJS: Part II โœ“
Codecademy: Learn JavaScript โœ“
Codecademy: Jquery Track โœ“
Pluralsight: Using The Chrome Developer Tools โœ“
Book: Refactoring UI
Databases
Resource Progress
Udacity: Intro to relational database โœ“
Udacity: Database Systems Concepts & Design
Datacamp: Database Design
Datacamp: Introduction to Databases in Python
Datacamp: Intro to SQL for Data Science โœ“
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 โœ“
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 โœ“
Datacamp: Introduction to Statistics โœ“
Datacamp: Introduction to Statistics in Python โœ“
Datacamp: Hypothesis Testing in Python โœ“
Datacamp: Statistical Thinking in Python (Part 1) โœ“
Datacamp: Statistical Thinking in Python (Part 2) โœ“
Datacamp: Experimental Design in Python โœ“
edX: Essential Statistics for Data Analysis using Excel โœ“
Udacity: Intro to Inferential Statistics โœ“
MIT 18.06 Linear Algebra, Spring 2005 โœ“
Udacity: Eigenvectors and Eigenvalues โœ“
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) โœ“
Datacamp: Ensemble Methods in Python โœ“
Datacamp: Extreme Gradient Boosting with XGBoost
Datacamp: Clustering Methods with SciPy โœ“
Datacamp: Unsupervised Learning in Python โœ“
Udacity: Segmentation and Clustering โœ“
Datacamp: Intro to Python for Data Science โœ“
Datacamp: pandas Foundations โœ“
Datacamp: Pandas Joins for Spreadsheet Users โœ“
Datacamp: Manipulating DataFrames with pandas โœ“
Datacamp: Merging DataFrames with pandas โœ“
Datacamp: Data Manipulation with pandas โœ“
Datacamp: Optimizing Python Code with pandas โœ“
Datacamp: Streamlined Data Ingestion with pandas โœ“
Datacamp: Analyzing Marketing Campaigns with pandas โœ“
edX: Implementing Predictive Analytics with Spark in Azure HDInsight โœ“
Datacamp: Supervised Learning with scikit-learn โœ“
Datacamp: Machine Learning with Tree-Based Models in Python โœ“
Datacamp: Linear Classifiers in Python โœ“
Deeplizard: Keras - Python Deep Learning Neural Network API โœ“
Datacamp: Deep Learning in Python โœ“
Datacamp: Convolutional Neural Networks for Image Processing โœ“
Datacamp: Introduction to TensorFlow in Python โœ“
Datacamp: Introduction to Deep Learning with Keras โœ“
Datacamp: Advanced Deep Learning with Keras โœ“
Udacity: Intro to TensorFlow for Deep Learning โœ“
Datacamp: Introduction to Deep Learning with PyTorch โœ“
Deeplizard: Neural Network Programming - Deep Learning with PyTorch โœ“
Natural Language Processing
Resource Progress
Book: Natural Language Processing with Transformer
Stanford CS224U: Natural Language Understanding | Spring 2019 โœ“
Stanford CS224N: Stanford CS224N: NLP with Deep Learning | Winter 2019 โœ“
CMU: Low-resource NLP Bootcamp 2020 โœ“
CMU Multilingual NLP 2020 โœ“
Datacamp: Feature Engineering for NLP in Python โœ“
Datacamp: Natural Language Processing Fundamentals in Python โœ“
Datacamp: Regular Expressions in Python โœ“
Datacamp: RNN for Language Modeling โœ“
Datacamp: Natural Language Generation in Python โœ“
Datacamp: Building Chatbots in Python โœ“
Datacamp: Sentiment Analysis in Python โœ“
Datacamp: Machine Translation in Python โœ“
Datacamp: Advanced NLP with spaCy โœ“

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