Data Science Conference Courses

Build End-to-End MLOps Platform with Open Source DVC Ecosystem

Master MLOps platform development using DVC ecosystem for data versioning, experiment tracking, and CI/CD pipeline automation. Learn practical implementations across various industries and ML applications.

• YouTube
• 2 hours 10 minutes
• Self-Paced
• Free Video

Gamified Reinforcement Learning: Mastering AI through Video Games

Dive into reinforcement learning through interactive game development, creating intelligent agents with neural networks while mastering fundamental AI concepts through hands-on, visual demonstrations.

• YouTube
• 1 hour 47 minutes
• Self-Paced
• Free Video

Create ML Framework - Introduction to No-Code Machine Learning

Discover how to build and train machine learning models using Apple's Create ML framework, with hands-on demonstrations for image, video, motion, sound, text, and tabular data predictions in Xcode.

• YouTube
• 1 hour 29 minutes
• Self-Paced
• Free Video

Shinylive - Running R and Python Dashboards Without a Server Using Web Assembly

Master browser-based deployment of R and Python Shiny Dashboards using Web Assembly, eliminating server dependencies while maintaining interactive data visualization capabilities.

• YouTube
• 1 hour 44 minutes
• Self-Paced
• Free Video

Fundamentals of Deep Learning - Computer Vision and Natural Language Processing

Master practical deep learning skills through hands-on training in computer vision and NLP, from building models from scratch to leveraging pre-trained solutions for efficient deployment and high accuracy results.

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

Transforming DataFrames - Introduction to Graphs and Graph Neural Networks with PyTorch Geometric

Master graph structures and GNN implementation using PyTorch Geometric, from converting DataFrames to training models for enhanced predictive performance with interconnected data analysis.

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

Model Validation Using Deep Generation of Stress Data

Discover advanced techniques for model robustness validation through deep generative models, focusing on stress testing, performance assessment, and handling unlikely events in data science applications.

• YouTube
• 1 hour 1 minute
• Self-Paced
• Free Video

Building and Optimization of Neural Networks from Scratch with NumPy

Master neural network development from ground up using NumPy, covering architecture design, propagation methods, and optimization techniques for building efficient deep learning models without frameworks.

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

Build Your Own AI Chatbot with OpenAI and LangChain

Master the creation of AI chatbots using OpenAI and LangChain through hands-on guidance. Learn API interactions, conversation state management, and practical implementation techniques for building intelligent conversational agents.

• YouTube
• 1 hour 12 minutes
• Self-Paced
• Free Video

Hands-on Quantum Programming: From Circuit Design to Production Implementation

Master quantum programming fundamentals through hands-on implementation, from circuit assembly to result decoding, with practical Python integration for real-world quantum computing applications.

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

Data Analysis in Python - From Descriptive Statistics to Advanced Analytics

Master data analysis fundamentals in Python, from environment setup and data cleaning to advanced statistical methods like T-tests, ANOVA, and regression, with practical business applications and visualization techniques.

• YouTube
• 1 hour 53 minutes
• Self-Paced
• Free Video

Google Colaboratory and Python - Deep Learning Basics for Computer Vision Tasks

Master Python image processing and CNN fundamentals using Google Colaboratory, from basic image manipulation to building and training neural networks for computer vision tasks.

• YouTube
• 1 hour 55 minutes
• Self-Paced
• Free Video

MRI Brain Scan Classification Using FastSurfer, XGBoost and 3D CNNs

Master medical image classification techniques using FastSurfer pipeline, XGBoost, and 3D CNNs for MRI brain scan analysis. Learn preprocessing steps and implement neural networks in PyTorch for advanced medical data analysis.

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

Fall in Love with Data Transformation - Using DBT for Effective Data Workflows

Master data transformation with DBT, exploring its integration with SQL and Python. Learn fundamental use cases and workflows to streamline data processes and enhance efficiency in modern data engineering practices.

• YouTube
• 1 hour 42 minutes
• Self-Paced
• Free Video

Introducing Two Criteria for Future Data Prediction with ML Models

Explore transparent evaluation methods for ML models through new criteria linking database characteristics to machine learning metrics, focusing on future data prediction and unbiased assessment.

• YouTube
• 1 hour 9 minutes
• Self-Paced
• Free Video