1littlecoder Courses

NFT Generative Art Creator in Python Web App Tutorial - Day 7

Learn to create generative art using Python and Samila library in a Streamlit web app. Explore mathematical functions for unique digital artwork generation.

• YouTube
• 25 minutes
• Self-Paced
• Free Video

Streamlit Button CSS Customization - Wordle Spoiler Tutorial

Enhance Streamlit apps with custom button CSS, web scraping, and interactive features. Deploy on Hugging Face Spaces and Streamlit Cloud for a polished Wordle spoiler application.

• YouTube
• 23 minutes
• Self-Paced
• Free Video

Building a PDF to Excel Table Extraction App with Python and Camelot - Day 3

Build a Python web app to extract tables from PDFs using Camelot and Streamlit. Learn file uploading, data conversion, and table display techniques.

• YouTube
• 36 minutes
• Self-Paced
• Free Video

Wordle Solver - Build and Deploy Streamlit App Tutorial

Learn to build and deploy a Streamlit app that assists with the popular game Wordle, using Python and NLTK. Perfect for non-native English speakers seeking word clues.

• YouTube
• 28 minutes
• Self-Paced
• Free Video

Deploy Static Website on Hugging Face Spaces - Portfolio Hosting

Learn to deploy static websites on Hugging Face Spaces for free, including local deployment and setting up CI/CD pipelines from GitHub for automated deployment.

• YouTube
• 22 minutes
• Self-Paced
• Free Video

Custom NER with spaCy v3 Tutorial - Named Entity Recognition Tutorial

Learn to build custom Named Entity Recognition models using spaCy v3, including data annotation with free tools and training techniques for improved NLP applications.

• YouTube
• 24 minutes
• Self-Paced
• Free Video

Topic Modelling with BERTopic - Applied NLP Tutorial

Learn topic modeling with BERTopic, extract insights from Kaggle notebooks, and create interactive visualizations. Master applied NLP techniques using transformers and c-TF-IDF for interpretable, dense topic clusters.

• YouTube
• 26 minutes
• Self-Paced
• Free Video

Amazon SageMaker Studio Lab Tutorial - Google Colab Alternative

Learn to use Amazon SageMaker Studio Lab, a free tool for machine learning and data science with Jupyter notebooks, Python, R, and GPU support. Explore its features and advantages over alternatives.

• YouTube
• 24 minutes
• Self-Paced
• Free Video

Numerizer - Spacy Powered Streamlit Deployed on Hugging Face - Applied NLP Tutorial

Learn to convert English numbers to numeric values using Numerizer, build a Streamlit app, and deploy it on Hugging Face Spaces. Gain practical NLP skills through hands-on Python coding and web app development.

• YouTube
• 22 minutes
• Self-Paced
• Free Video

AutoXGB - Automated ML with XGBoost + Optuna + FastAPI - Kaggle Demo

Explore AutoXGB, a Python library for automated machine learning using XGBoost, Optuna, and FastAPI. Learn its parameters and application in a Kaggle competition.

• YouTube
• 24 minutes
• Self-Paced
• Free Video

Streamlit ML Web App Deploy on Hugging Face Spaces with Github Actions

Learn to deploy Streamlit ML web apps on Hugging Face Spaces using GitHub Actions. Covers workflow setup, code editing with GitHub.dev, and continuous deployment for efficient ML app hosting.

• YouTube
• 22 minutes
• Self-Paced
• Free Video

Understanding SHAP Summary Plot - Interpretable Machine Learning - Day 19

Explore SHAP and Shapley values for interpretable machine learning, focusing on summary plots and dependence plots to enhance model explainability and insights.

• YouTube
• 21 minutes
• Self-Paced
• Free Video

Data Storytelling with ComicStrips - Using ComicGen and Google Sheets

Create engaging data comic strips using Gramener's ComicGen and Google Sheets, enhancing your storytelling skills with visual narratives.

• YouTube
• 23 minutes
• Self-Paced
• Free Video

SHAP and Shapley Values for Interpretable Machine Learning - Kaggle 30 Days of ML Day 18

Explore SHAP and Shapley Values for interpretable machine learning. Learn local interpretation techniques, Python implementation, and visualization methods for explainable AI.

• YouTube
• 21 minutes
• Self-Paced
• Free Video

Partial Dependence Plots in Machine Learning Explainability - Day 17 of Kaggle's 30 Days of ML

Explore Partial Dependence Plots for interpretable machine learning. Learn to visualize, build, and interpret PDPs, including 2D plots, to enhance model explainability and insights.

• YouTube
• 28 minutes
• Self-Paced
• Free Video