List of Machine Learning and Data Science Projects with Full Implementation codes
▶ A Coding Guide to Survey Bias Correction Using Facebook Research Balance with IPW CBPS Ranking and Post Stratification Methods Codes Tutorial
▶ How to Build a Single-Cell RNA-seq Analysis Pipeline with Scanpy for PBMC Clustering, Annotation, and Trajectory Discovery Codes Tutorial
▶ How to Build an End-to-End Production Grade Machine Learning Pipeline with ZenML, Including Custom Materializers, Metadata Tracking, and Hyperparameter Optimization Codes Tutorial
▶ A Coding Implementation of End-to-End Brain Decoding from MEG Signals Using NeuralSet and Deep Learning for Predicting Linguistic Features Codes Tutorial
▶ Step by Step Guide to Build a Complete PII Detection and Redaction Pipeline with OpenAI Privacy Filter Codes Tutorial
▶ A Coding Implementation on Document Parsing Benchmarking with LlamaIndex ParseBench Using Python, Hugging Face, and Evaluation Metrics Codes Tutorial
▶ The LoRA Assumption That Breaks in Production Codes Tutorial
▶ How to Build Smarter Multilingual Text Wrapping with BudouX Through Parsing, HTML Rendering, Model Introspection, and Toy Training Codes Tutorial
▶ A Coding Tutorial on Datashader on Rendering Massive Datasets with High-Performance Python Visual Analytics Codes Tutorial
▶ A Coding Implementation on Microsoft’s OpenMementos with Trace Structure Analysis, Context Compression, and Fine-Tuning Data Preparation Codes Tutorial
▶ A Coding Tutorial on OpenMythos on Recurrent-Depth Transformers with Depth Extrapolation, Adaptive Computation, and Mixture-of-Experts Routing Codes Tutorial
▶ A Detailed Implementation on Equinox with JAX Native Modules, Filtered Transforms, Stateful Layers, and End-to-End Training Workflows Codes Tutorial
▶ A Coding Implementation to Build a Conditional Bayesian Hyperparameter Optimization Pipeline with Hyperopt, TPE, and Early Stopping Codes Tutorial
▶ Building Transformer-Based NQS for Frustrated Spin Systems with NetKet Codes Tutorial
▶ A Step-by-Step Coding Tutorial on NVIDIA PhysicsNeMo: Darcy Flow, FNOs, PINNs, Surrogate Models, and Inference Benchmarking Codes Tutorial
▶ An Implementation Guide to Building a DuckDB-Python Analytics Pipeline with SQL, DataFrames, Parquet, UDFs, and Performance Profiling Codes Tutorial
▶ An End-to-End Coding Guide to NVIDIA KVPress for Long-Context LLM Inference, KV Cache Compression, and Memory-Efficient Generation Codes Tutorial
▶ A Comprehensive Implementation Guide to ModelScope for Model Search, Inference, Fine-Tuning, Evaluation, and Export Codes Tutorial
▶ Step by Step Guide to Build an End-to-End Model Optimization Pipeline with NVIDIA Model Optimizer Using FastNAS Pruning and Fine-Tuning Codes Tutorial
▶ How to Build a Production-Ready Gemma 3 1B Instruct Generation AI Pipeline with Hugging Face Transformers, Chat Templates, and Colab Inference Codes Tutorial
▶ A Coding Guide to Implement Advanced Differential Equation Solvers, Stochastic Simulations, and Neural Ordinary Differential Equations Using Diffrax and JAX Codes Tutorial
▶ Beyond Accuracy: Quantifying the Production Fragility Caused by Excessive, Redundant, and Low-Signal Features in Regression Codes Tutorial
▶ How to Build Progress Monitoring Using Advanced tqdm for Async, Parallel, Pandas, Logging, and High-Performance Workflows Codes Tutorial
▶ A Coding Guide to Build a Scalable End-to-End Machine Learning Data Pipeline Using Daft for High-Performance Structured and Image Data Processing Codes Tutorial
▶ A Coding Guide to Build a Scalable End-to-End Analytics and Machine Learning Pipeline on Millions of Rows Using Vaex Codes Tutorial
▶ How to Build an Explainable AI Analysis Pipeline Using SHAP-IQ to Understand Feature Importance, Interaction Effects, and Model Decision Breakdown Codes Tutorial
▶ A Complete End-to-End Coding Guide to MLflow Experiment Tracking, Hyperparameter Optimization, Model Evaluation, and Live Model Deployment Codes Tutorial
▶ How to Build Interactive Geospatial Dashboards Using Folium with Heatmaps, Choropleths, Time Animation, Marker Clustering, and Advanced Interactive Plugins Codes Tutorial
▶ A Coding Implementation to Simulate Practical Byzantine Fault Tolerance with Asyncio, Malicious Nodes, and Latency Analysis Codes Tutorial
▶ How to Build an Advanced, Interactive Exploratory Data Analysis Workflow Using PyGWalker and Feature-Engineered Data Codes Tutorial
▶ [In-Depth Guide] The Complete CTGAN + SDV Pipeline for High-Fidelity Synthetic Data Codes Tutorial
▶ How to Build a Privacy-Preserving Federated Pipeline to Fine-Tune Large Language Models with LoRA Using Flower and PEFT Codes Tutorial
▶ How to Design Production-Grade Mock Data Pipelines Using Polyfactory with Dataclasses, Pydantic, Attrs, and Nested Models Codes Tutorial
▶ A Coding, Data-Driven Guide to Measuring, Visualizing, and Enforcing Cognitive Complexity in Python Projects Using complexipy Codes Tutorial
▶ How to Build Advanced Quantum Algorithms Using Qrisp with Grover Search, Quantum Phase Estimation, and QAOA Codes Tutorial
▶ A Coding and Experimental Analysis of Decentralized Federated Learning with Gossip Protocols and Differential Privacy Codes Tutorial
▶ A Coding Implementation to Training, Optimizing, Evaluating, and Interpreting Knowledge Graph Embeddings with PyKEENs Codes Tutorial
▶ A Coding Deep Dive into Differentiable Computer Vision with Kornia Using Geometry Optimization, LoFTR Matching, and GPU Augmentations Codes Tutorial
▶ How Machine Learning and Semantic Embeddings Reorder CVE Vulnerabilities Beyond Raw CVSS Scores Codes Tutorial
▶ How AutoGluon Enables Modern AutoML Pipelines for Production-Grade Tabular Models with Ensembling and Distillation Codes Tutorial
▶ A Coding Guide to Understanding How Retries Trigger Failure Cascades in RPC and Event-Driven Architectures Codes Tutorial
▶ How to Build Portable, In-Database Feature Engineering Pipelines with Ibis Using Lazy Python APIs and DuckDB Execution Codes Tutorial
▶ A Coding Implementation to Build a Unified Apache Beam Pipeline Demonstrating Batch and Stream Processing with Event-Time Windowing Using DirectRunner Codes Tutorial
▶ Implementing Softmax From Scratch: Avoiding the Numerical Stability Trap Codes Tutorial
▶ A Coding Implementation of an OpenAI-Assisted Privacy-Preserving Federated Fraud Detection System from Scratch Using Lightweight PyTorch Simulations Codes Tutorial
▶ A Coding Implementation on Building Self-Organizing Zettelkasten Knowledge Graphs and Sleep-Consolidation Mechanisms Codes Tutorial
▶ How to Build a High-Performance Distributed Task Routing System Using Kombu with Topic Exchanges and Concurrent Workers Codes Tutorial
▶ A Coding Implementation of a Complete Hierarchical Bayesian Regression Workflow in NumPyro Using JAX-Powered Inference and Posterior Predictive Analysis Codes Tutorial
▶ How to Design an Advanced Multi-Page Interactive Analytics Dashboard with Dynamic Filtering, Live KPIs, and Rich Visual Exploration Using Panel Codes Tutorial
▶ How We Learn Step-Level Rewards from Preferences to Solve Sparse-Reward Environments Using Online Process Reward Learning Codes Tutorial
▶ How to Build an End-to-End Interactive Analytics Dashboard Using PyGWalker Features for Insightful Data Exploration Codes Tutorial
▶ How to Design a Fully Interactive, Reactive, and Dynamic Terminal-Based Data Dashboard Using Textual? Codes Tutorial
▶ A Coding Implementation to Build and Train Advanced Architectures with Residual Connections, Self-Attention, and Adaptive Optimization Using JAX, Flax, and Optax Codes Tutorial
▶ How Can We Build Scalable and Reproducible Machine Learning Experiment Pipelines Using Meta Research Hydra? Codes Tutorial
▶ How to Build an Advanced Multi-Page Reflex Web Application with Real-Time Database, Dynamic State Management, and Reactive UI Codes Tutorial
▶ How to Build an End-to-End Data Engineering and Machine Learning Pipeline with Apache Spark and PySpark Codes Tutorial
▶ How to Build Supervised AI Models When You Don’t Have Annotated Data Codes Tutorial