Summary
💻 Register for Poll
💻 Welcome to the Alta3 Research Lab Environment
Up and Running
💻 Using Vi and Vim
💻 Using VSCode
💻 Python IDEs
Certification
💻 Data Sciences with Python - Alta3 Research Certification Project
AI LLM Toolkit
💻 Large Language Model toolkit for AI Solution Assistance
Software Control Management
💻 SCM Option #1 - GitHub
💻 SCM Option #2 - GitLab
Jupyter Notebook
💻 Introduction to Jupyter Notebook
Common Data Types
💬 Converting JSON to Python Data Types
💻 Python, APIs, and JSON
Regular Expression
💬 Introduction to Regular Expression (RegEx)
💻 Use RegEx to Search Text
💻 Search and Replace Data
💻 Compiling RegEx Search Objects
💻 Testing if a Match Exists
Pandas
💻 Intro to Pandas
💻 Examining Cashflow with Pandas
💬 Cleaning Data with Pandas
💻 Cleaning Data with Pandas
🏆 Modifying DataFrames
💻 Boolean Masks for DataFrames
YAML
💻 Python Data to YAML file
Python and Databases
💬 Interacting with Databases
SQL
💻 Learning sqlite3
💻 postgreSQL with Python
noSQL
💻 Python and MongoDB
Matplotlib
💬 Matplotlib
💻 Creating Plots with Matplotlib
💻 Matplotlib - Histograms and Bar Graphs
💻 Annotating Graphs on Matplotlib
💻 Making Subplots with Matplotlib
💻 Customizing Matplotlib Graphs
🏆 Create a Graph with Matplotlib
Time Series
💻 Time Series Data
Numpy
💻 Using Numpy Arrays
💻 Generating Data with Numpy's arange and linspace
💻 Indexing, Slicing, and Reshaping Multi-Dimensional Arrays
Interactive Maps
💻 Building Interactive Maps
💻 folium and Flask - Returning Maps from Custom API Endpoints
🏆 Map the Location of the ISS
Seaborn
💻 Pandas groupby and Graphing Relational Data with Seaborn
💻 Visualizing Multi-Dimensional Data Using Seaborn
Scipy
💻 Introducing SciPy
Machine Learning Metrics
💬 Accuracy, Precision, Recall and F-scores
💻 Accuracy, Precision, Recall, and F-scores
Classifications
💻 Identifying Images with ImageAI and PyTorch
💻 Iris Data and Scikit-learn
💻 Natural Language Processing
Appendix
💬 Glossary
💬 Curriculum Path: Developer