Tutorial

80 posts filed under this label

Docker Compose for ML Projects: Multi-Container Development Setup

September 30, 2026 · 15 min read Docker GPU ML-Tools
SageMaker Pipelines Tutorial: End-to-End MLOps on AWS

September 30, 2026 · 15 min read AWS Machine-Learning MLOps
Best RAM and Storage Upgrades for Local AI Workstations

September 29, 2026 · 13 min read Buying-Guide Hardware LLM
Best Laptops for Running Local LLMs and Edge AI Development

September 29, 2026 · 14 min read Buying-Guide Hardware LLM
Speculative Decoding Explained: Speed Up Local LLM Inference

September 29, 2026 · 13 min read LLM Local-AI ML-Tools
Offline AI Apps: Building Machine Learning Apps That Work Without Internet

September 29, 2026 · 13 min read Edge-AI Local-AI ML-Tools
Running Multiple Local LLMs: Model Switching and Routing

September 29, 2026 · 14 min read LLM Local-AI ML-Tools
Benchmarking Local LLMs: Tokens per Second Across Hardware

September 29, 2026 · 13 min read Hardware LLM Local-AI
Local Voice Assistants: Build a Privacy-First Alexa Alternative

September 29, 2026 · 15 min read Edge-AI Local-AI NLP
Edge Impulse Tutorial: No-Code TinyML for Embedded Devices

September 29, 2026 · 14 min read Arduino Edge-AI ML-Tools
MediaPipe Tutorial: Real-Time On-Device ML for Vision and Audio

September 29, 2026 · 14 min read Computer-Vision Edge-AI MediaPipe
Core ML Tutorial: Deploy Machine Learning Models on iPhone

September 29, 2026 · 14 min read Core-ML Edge-AI iOS
Fine-Tuning a Local LLM with LoRA on Consumer Hardware

September 28, 2026 · 13 min read Fine-Tuning LLM LoRA
LM Studio Tutorial: Run LLMs Locally with a GUI

September 26, 2026 · 13 min read AI-Tools LLM LM-Studio
Training AI Agents in Minecraft with Reinforcement Learning

September 26, 2026 · 17 min read Game-AI Reinforcement-Learning Tutorial
Path Planning with Reinforcement Learning for Mobile Robots: Mapless Navigation and Hybrid Architectures

September 26, 2026 · 17 min read Reinforcement-Learning Robotics Tutorial
Training a Quadruped Robot to Walk with RL

September 25, 2026 · 14 min read Reinforcement-Learning Robotics Tutorial
Hindsight Experience Replay: Learning from Failed Attempts

September 25, 2026 · 13 min read Reinforcement-Learning Robotics Tutorial
Isaac Gym Tutorial: NVIDIA's GPU-Accelerated Robot Simulator

September 25, 2026 · 15 min read Reinforcement-Learning Robotics Tutorial
PyBullet Tutorial: Physics Simulation for Robot Learning

September 25, 2026 · 14 min read Reinforcement-Learning Robotics Tutorial
Building a Custom Gymnasium Environment from Scratch

September 25, 2026 · 13 min read Gymnasium Reinforcement-Learning Tutorial
Train an AI to Play Pong from Pixels

September 25, 2026 · 14 min read Game-AI Reinforcement-Learning Tutorial
Train an AI to Play Flappy Bird with Reinforcement Learning

September 25, 2026 · 13 min read Game-AI Reinforcement-Learning Tutorial
Deep Q-Networks vs PPO: Which Algorithm for Which Game?

September 25, 2026 · 14 min read Game-AI Reinforcement-Learning Tutorial
Soft Actor-Critic (SAC) Tutorial for Continuous Control

September 25, 2026 · 15 min read Deep-Learning Reinforcement-Learning Tutorial
PPO Explained: Train Robust Game AI with Proximal Policy Optimization

September 25, 2026 · 13 min read Game-AI Reinforcement-Learning Tutorial
Best Embedding Model APIs Compared (Pricing & Performance)

September 25, 2026 · 14 min read Game-AI Reinforcement-Learning Tutorial
Best Courses on Synthetic Data and Data Privacy (2026)

September 22, 2026 · 12 min read Data-Generation Education Machine-Learning
Best Cloud Services for Synthetic Data Generation (2026)

September 22, 2026 · 13 min read Cloud-Computing Data-Generation Machine-Learning
Building a Synthetic Data Pipeline for Fraud Detection Models (2026)

September 22, 2026 · 15 min read Data-Generation Fraud-Detection Machine-Learning
Mixup and CutMix: Advanced Image Augmentation Techniques (2026)

September 22, 2026 · 14 min read Computer-Vision Deep-Learning Image-Augmentation
Synthetic Data for Healthcare: Generate HIPAA-Safe Training Data (2026)

September 22, 2026 · 12 min read Data-Generation Healthcare-AI HIPAA
Data Augmentation for Audio: Techniques for Speech and Sound Models (2026)

September 22, 2026 · 13 min read Audio Deep-Learning ML-Tools
Synthetic Data for Computer Vision: Simulating Training Images (2026)

September 22, 2026 · 13 min read Computer-Vision Deep-Learning ML-Tools
Diffusion Models for Synthetic Image Generation: A Practical Guide (2026)

September 22, 2026 · 15 min read Computer-Vision Deep-Learning ML-Tools
Synthetic Data for Imbalanced Classification: SMOTE and Beyond (2026)

September 22, 2026 · 14 min read Data-Science Deep-Learning ML-Tools
Faker Library Tutorial: Generate Fake Data for Testing and ML (2026)

September 22, 2026 · 11 min read Data-Science ML-Tools Python
Time Series Data Augmentation: Techniques for Forecasting Models (2026)

September 22, 2026 · 12 min read Deep-Learning ML-Tools PyTorch
GANs for Data Augmentation: Generate Training Images (2026)

September 12, 2026 · 16 min read Computer-Vision Deep-Learning ML-Tools
Synthetic Data for Privacy: Anonymize Sensitive Datasets (2026)

September 12, 2026 · 16 min read Deep-Learning ML-Tools MLOps
Text Data Augmentation: Techniques for NLP with Limited Data (2026)

September 12, 2026 · 15 min read Deep-Learning ML-Tools NLP
Image Data Augmentation with Albumentations: Complete Guide (2026)

September 12, 2026 · 16 min read Computer-Vision Deep-Learning ML-Tools
CTGAN Explained: Generating Realistic Synthetic Tables with GANs (2026)

September 12, 2026 · 15 min read Data-Science Deep-Learning ML-Tools
SDV Tutorial: Generate Synthetic Tabular Data with Python (2026)

September 12, 2026 · 14 min read Data-Science Deep-Learning ML-Tools
Best Data Augmentation Libraries for Python (2026)

September 12, 2026 · 12 min read Data-Science Deep-Learning ML-Tools
Best Synthetic Data Generation Tools Compared (2026)

September 12, 2026 · 14 min read Data-Science Deep-Learning ML-Tools
Synthetic Data for Beginners: Complete Guide to Generating Training Data (2026)

September 9, 2026 · 13 min read Deep-Learning Machine-Learning MLOps
Best Data Engineering Bootcamps and Certifications (2026)

September 9, 2026 · 12 min read AI-Career Data-Engineering Machine-Learning
Cost Optimization for ML Infrastructure: Reduce Cloud Spend (2026)

September 9, 2026 · 14 min read Hardware Machine-Learning ML-Tools
Building a Feature Engineering Pipeline with Scikit-learn Pipelines (2026)

September 9, 2026 · 13 min read Deep-Learning Machine-Learning ML-Tools
A/B Testing ML Models in Production: Canary and Shadow Deployments (2026)

September 9, 2026 · 15 min read Deep-Learning Machine-Learning ML-Tools
Model Registries Explained: Versioning and Managing ML Models (2026)

September 9, 2026 · 13 min read Deep-Learning Machine-Learning ML-Tools
Apache Kafka for Machine Learning: Real-Time Data Streaming Basics (2026)

September 9, 2026 · 14 min read Data-Engineering LLM Machine-Learning
Batch vs Streaming Data Pipelines: Which Does Your ML Project Need? (2026)

September 8, 2026 · 14 min read Data-Engineering Machine-Learning MLOps
Building a Data Warehouse for ML: Snowflake vs BigQuery vs Redshift (2026)

September 8, 2026 · 15 min read Data-Engineering Machine-Learning MLOps
Data Validation with Great Expectations: Catch Bad Data Early (2026)

September 8, 2026 · 14 min read Data-Engineering Machine-Learning MLOps
Model Monitoring in Production: Detect Drift Before It Hurts You (2026)

September 8, 2026 · 15 min read Data-Engineering Machine-Learning MLOps
CI/CD for Machine Learning: Automate Model Testing and Deployment (2026)

September 8, 2026 · 14 min read Data-Engineering Machine-Learning MLOps
Data Versioning with DVC: Track Datasets Like Code (2026)

September 8, 2026 · 13 min read Data-Engineering Machine-Learning MLOps
Feature Stores Explained: Feast Tutorial for ML Teams (2026)

September 8, 2026 · 14 min read Data-Engineering Machine-Learning MLOps
dbt Tutorial: Transform Data for Machine Learning Pipelines (2026)

September 8, 2026 · 14 min read Data-Engineering Machine-Learning MLOps
Apache Airflow Tutorial: Orchestrate Your ML Workflows (2026)

September 8, 2026 · 15 min read Data-Engineering Machine-Learning MLOps
What Is a Data Pipeline? Building Your First ETL Pipeline in Python

September 7, 2026 · 10 min read Data-Engineering ETL Guide
Best Data Engineering Courses Online (2026)

September 7, 2026 · 9 min read Cloud Courses Data-Engineering
Best MLOps Platforms Compared (2026)

September 7, 2026 · 10 min read Cloud Guide Machine-Learning
MLOps for Beginners: Complete Guide to Production Machine Learning

September 7, 2026 · 10 min read Deep-Learning Guide Machine-Learning
On-Device Speech Recognition with Whisper.cpp

September 7, 2026 · 8 min read Deep-Learning Edge-AI Local-AI
Federated Learning Explained: Train Models Without Sharing Data

September 7, 2026 · 10 min read Deep-Learning Edge-AI Machine-Learning
Building a Local RAG Chatbot with Ollama and LangChain

September 7, 2026 · 9 min read LangChain LLM Local-AI
Jetson Nano Tutorial: Deep Learning on NVIDIA's Edge Device

September 7, 2026 · 10 min read Computer-Vision Deep-Learning Edge-AI
Knowledge Distillation: Train Small Models from Large Ones

September 7, 2026 · 10 min read Deep-Learning Machine-Learning MLOps
Edge Object Detection with YOLO on Raspberry Pi

September 7, 2026 · 8 min read Computer-Vision Deep-Learning Edge-AI
Running Stable Diffusion Locally: Complete Setup Guide

September 7, 2026 · 8 min read Computer-Vision Deep-Learning Local-AI
ONNX Runtime Tutorial: Run Models Across Any Hardware (2026)

September 7, 2026 · 14 min read Deep-Learning Edge-AI ML-Tools
TensorFlow Lite Tutorial: Deploy Models to Mobile and Edge Devices (2026)

September 7, 2026 · 14 min read Deep-Learning Edge-AI Mobile-ML
Model Quantization Explained: Shrink Neural Networks Without Losing Accuracy (2026)

September 7, 2026 · 14 min read Deep-Learning Edge-AI Hardware
Raspberry Pi Machine Learning: Deploy Your First Model (2026)

September 7, 2026 · 12 min read Edge-AI Machine-Learning Raspberry-Pi
TinyML on Arduino: Your First Machine Learning Model on a Microcontroller (2026)

September 7, 2026 · 12 min read Arduino Edge-AI TensorFlow-Lite
llama.cpp Tutorial: Run Large Language Models on Your CPU (2026)

September 7, 2026 · 14 min read GGUF llama.cpp LLM
Run LLMs Locally with Ollama: Complete Setup Guide (2026)

September 7, 2026 · 12 min read AI-Tools LLM Local-AI

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