Main Page
27,667
Total Pages
1,118
Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
Connect your AI coding agent. Plug Leeroopedia into your favorite coding agent, and let it build robust AI/ML systems autonomously:
- SuperML plugin — converts your AI coding agent into an expert ML engineer with agentic memory
- Leeroopedia MCP — search over best-practices and skills of ML/AI
- Kapso — experimentation platform for autonomous AI/ML software building
Browse by Category
| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:Apache Hudi Flink Batch Incremental Read
- Workflow:Apache Dolphinscheduler RPC Service Communication
- Workflow:Bentoml BentoML Multi Model Composition
- Workflow:Liu00222 Open Prompt Injection Prompt Injection Experiment
- Workflow:Openai Whisper Language Detection And Decoding
- Workflow:Danijar Dreamerv3 Evaluation Only
- Workflow:NVIDIA NeMo Aligner RLHF PPO Training
- Workflow:Kubeflow Pipelines Pipeline Control Flow
- Workflow:Openai Evals Creating a model graded eval
- Workflow:Zai org CogVideo Diffusers LoRA Finetuning
Principles
- Principle:HKUDS AI Trader Agentic Retry Loop
- Principle:Treeverse LakeFS S3 Commit Management
- Principle:Scikit learn contrib Imbalanced learn Sensitivity Specificity Analysis
- Principle:Apache Shardingsphere Configuration Validation
- Principle:Ray project Ray CI Pipeline Configuration
- Principle:Apache Flink Two Phase Commit Preparation
- Principle:Unstructured IO Unstructured Memory Profiling
- Principle:CarperAI Trlx ROUGE Evaluation
- Principle:Openai Whisper English Text Normalization
- Principle:Fede1024 Rust rdkafka Non Blocking Message Production
Implementations
- Implementation:Triton inference server Server Ensemble Scheduling Schema
- Implementation:NVIDIA NeMo Aligner Build DPO Datasets
- Implementation:SeleniumHQ Selenium ImmutableCapabilities
- Implementation:Mlc ai Web llm Embedding Input Format
- Implementation:Infiniflow Ragflow KnowledgebaseService Update Parser Config
- Implementation:Google deepmind Mujoco USD Tendon
- Implementation:TobikoData Sqlmesh ModelLineageDetails
- Implementation:Mage ai Mage ai Stripe Subscription Items Schema
- Implementation:Helicone Helicone Providers Web Metadata
- Implementation:Huggingface Datasets JaxFormatter
Heuristics
- Heuristic:Hiyouga LLaMA Factory Gradient Checkpointing Memory Optimization
- Heuristic:Mbzuai oryx Awesome LLM Post training Excel Sheet Name Truncation
- Heuristic:PacktPublishing LLM Engineers Handbook Chunking Strategy By Content Type
- Heuristic:NVIDIA NeMo Curator Deduplication Blocksize Tuning
- Heuristic:Ollama Ollama Download Retry Strategy
- Heuristic:Teamcapybara Capybara Async Waiting And Retry
- Heuristic:Explodinggradients Ragas Embedding Batch Size Tuning
- Heuristic:Huggingface Trl Disable Dropout For RL Training
- Heuristic:Langchain ai Langgraph Stream Mode Selection
- Heuristic:Openai CLIP L2 Normalization For Cosine Similarity
Environments
- Environment:Helicone Helicone Wrangler CLI
- Environment:Fastai Fastbook Python FastAI Environment
- Environment:CARLA simulator Carla Python API Runtime
- Environment:Zai org CogVideo SAT Framework Environment
- Environment:Langchain ai Langchain Unit Test Network Isolation
- Environment:Lucidrains X transformers Python Environment
- Environment:Huggingface Datasets JAX Integration
- Environment:Langgenius Dify Redis And Celery Environment
- Environment:Google deepmind Dm control GLFW Desktop Rendering
- Environment:Microsoft DeepSpeedExamples RLHF Training Environment