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:FMInference FlexLLMGen Text Completion API
- Workflow:Deepspeedai DeepSpeed Hybrid Engine RLHF Training
- Workflow:Datajuicer Data juicer Dataset Quality Analysis
- Workflow:Getgauge Taiko Interactive Test Recording
- Workflow:Haosulab ManiSkill Motion Planning Demo Generation
- Workflow:Fede1024 Rust rdkafka Transactional Produce Consume
- Workflow:SeldonIO Seldon core Production Monitoring Pipeline
- Workflow:Cohere ai Cohere python Model Finetuning
- Workflow:Promptfoo Promptfoo CI CD Integration
- Workflow:Risingwavelabs Risingwave Docker Deployment
Principles
- Principle:Tensorflow Serving Model Warmup
- Principle:Huggingface Datasets Dataset Object Construction
- Principle:Hiyouga LLaMA Factory FP8 Mixed Precision
- Principle:Treeverse LakeFS S3 Gateway Configuration
- Principle:ClickHouse ClickHouse Optimized Memcpy
- Principle:Volcengine Verl Policy Loss Optimization
- Principle:ClickHouse ClickHouse HTTP Authentication
- Principle:Huggingface Open r1 Model Saving and Publishing
- Principle:NVIDIA TransformerEngine Layer Monkey Patching
- Principle:ChenghaoMou Text dedup Duplicate Removal And Output
Implementations
- Implementation:Farama Foundation Gymnasium BipedalWalker
- Implementation:Turboderp org Exllamav2 Ext Bindings
- Implementation:Deepspeedai DeepSpeed DeepSpeedInferenceConfig Init
- Implementation:Bigscience workshop Petals PTuneMixin
- Implementation:Tensorflow Serving storage path h
- Implementation:OpenHands OpenHands GithubIssue Initialize Conversation
- Implementation:Guardrails ai Guardrails Validator Tracing
- Implementation:Huggingface Diffusers Convert Checkpoint To Diffusers
- Implementation:Microsoft DeepSpeedExamples Fast Torch Serialization
- Implementation:FlowiseAI Flowise EvaluationResultVersionsSideDrawer
Heuristics
- Heuristic:Axolotl ai cloud Axolotl Attention Mechanism Selection
- Heuristic:PacktPublishing LLM Engineers Handbook Chunking Strategy By Content Type
- Heuristic:Truera Trulens Rate Limiting And Retry Strategy
- Heuristic:Guardrails ai Guardrails RAIL Argument Parsing Security
- Heuristic:PacktPublishing LLM Engineers Handbook Temperature Selection By Task
- Heuristic:Heibaiying BigData Notes HBase Connection Thread Safety Tip
- Heuristic:Datahub project Datahub Warning Deprecated Spark Lineage Legacy
- Heuristic:Tencent Ncnn NMS Threshold Tuning
- Heuristic:Huggingface Transformers Dataloader Pin Memory NonBlocking
- Heuristic:Volcengine Verl GPU Memory Utilization Tuning
Environments
- Environment:BerriAI Litellm Provider API Credentials
- Environment:Microsoft Onnxruntime Windows Build Environment
- Environment:Haosulab ManiSkill GPU CUDA Simulation
- Environment:Norrrrrrr lyn WAInjectBench OpenAI API Credentials
- Environment:Huggingface Diffusers Training Environment
- Environment:Apache Airflow Docker Container Environment
- Environment:Lucidrains X transformers PyTorch CUDA
- Environment:Astronomer Astronomer cosmos Kubernetes Provider
- Environment:PacktPublishing LLM Engineers Handbook Docker MongoDB Qdrant Infrastructure
- Environment:Langfuse Langfuse PostgreSQL 17