Rob Mulla Courses

Detect Text in Images with Python - Pytesseract vs. EasyOCR vs. Keras OCR

1 rating

Extract text from images in Python by comparing pytesseract, easyocr, and keras_ocr on the TextOCR dataset.

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

YOLOv8 Object Detection - First Look Live Coding

A live coding walkthrough of YOLOv8 object detection in Python, from image and webcam inference to car-driving video debugging.

• YouTube
• 1 hour 32 minutes
• Self-Paced
• Free Video

Face Detection with Python - Live Coding

Compare Python face-detection models for facial similarity, emotion and demographic analysis, keypoint detection, and face meshes through live coding.

• YouTube
• 1 hour 54 minutes
• Self-Paced
• Free Video

Forecasting with the FB Prophet Model

Use Facebook Prophet in Python to forecast time series with nonlinear trends, multiple seasonalities, holiday effects, and evaluated predictions.

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

Data Science - Chess Data Analysis

Explore chess game data with Python by analyzing ELO differences, PGN records, Stockfish results, and winning streaks.

• YouTube
• 2 hours 35 minutes
• Self-Paced
• Free Video

Flight Delay Dataset Creation

Live coding a flight-delay dataset in Python: sourcing public data, cleaning it, exploring cancellation rates, and building Plotly visualizations.

• YouTube
• 2 hours 18 minutes
• Self-Paced
• Free Video

Time Series Forecasting with XGBoost - Advanced Methods

Explore advanced XGBoost techniques for time series forecasting, including outlier removal, time-series cross-validation, lag features, and future prediction.

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

Do These Pandas Alternatives Actually Work?

A speed benchmark compares Pandas with Ray, Dask, Modin, and Vaex on a large dataset.

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

Solving an Impossible Riddle with Code

Use Python simulations and graph loops to uncover the strategy behind the 100 prisoners riddle.

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

Time Series Forecasting with XGBoost - Use Python and Machine Learning to Predict Energy Consumption

Forecast energy consumption with XGBoost by preparing time-series data, creating features, and examining feature importance in Python.

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

Video Data Processing with Python and OpenCV

Learn to read, convert, display, annotate, and save video data with Python and OpenCV as a foundation for later machine-learning video tasks.

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

Python Sentiment Analysis Project with NLTK and Transformers - Classify Amazon Reviews

Build a Python sentiment classifier for Amazon reviews with NLTK VADER and Hugging Face RoBERTa, then compare the models’ results.

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

Economic Data Analysis Project with Python Pandas - Data Scraping, Cleaning and Exploration

Analyze economic indicators with Python and pandas by retrieving FRED data, joining and cleaning datasets, and visualizing unemployment and participation trends.

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

Complete Guide to Cross Validation

Learn how cross-validation exposes overfitting and gives a more reliable estimate of a machine learning model’s predictive performance.

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

Image Processing with OpenCV and Python

Learn to read, visualize, manipulate, filter, and save image arrays in Python using OpenCV and Matplotlib.

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