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:Unslothai Unsloth GRPO Reinforcement Learning
- Workflow:Facebookresearch Habitat lab Rearrangement HRL Training
- Workflow:Princeton nlp SimPO Model Inference
- Workflow:LaurentMazare Tch rs MNIST Training
- Workflow:Liu00222 Open Prompt Injection Prompt Injection Experiment
- Workflow:Norrrrrrr lyn WAInjectBench LLaVA Finetuning
- Workflow:Huggingface Peft LoRA Causal LM Finetuning
- Workflow:Huggingface Open r1 Reasoning Data Generation
- Workflow:Haotian liu LLaVA Two Stage Pretraining and Finetuning
- Workflow:FlagOpen FlagEmbedding Benchmark Evaluation
Principles
- Principle:Apache Kafka Builder Cleanup
- Principle:Vllm project Vllm Speculative Generation
- Principle:ArroyoSystems Arroyo UDF Runtime Execution
- Principle:LaurentMazare Tch rs Stable Diffusion
- Principle:EvolvingLMMs Lab Lmms eval Few Shot Sampling
- Principle:LaurentMazare Tch rs Trainable JIT Loading
- Principle:Microsoft Playwright Export and Refine
- Principle:Huggingface Diffusers Checkpoint Format Identification
- Principle:Webdriverio Webdriverio Plugin Resolution
- Principle:Nautechsystems Nautilus trader Live Node Lifecycle
Implementations
- Implementation:Triton inference server Server CommandLineParser
- Implementation:Openai Openai python Response Compaction Item Param
- Implementation:Apache Spark SparkSession Builder
- Implementation:ArroyoSystems Arroyo Session Window
- Implementation:EvolvingLMMs Lab Lmms eval Padding Requests
- Implementation:LaurentMazare Tch rs Llama New
- Implementation:Elevenlabs Elevenlabs python Llm Enum
- Implementation:Microsoft Onnxruntime CUDA TrainingSplit
- Implementation:Speechbrain Speechbrain Load Hyperpyyaml
- Implementation:Open compass VLMEvalKit molmo
Heuristics
- Heuristic:Microsoft Semantic kernel Custom HttpClient Retry Policy
- Heuristic:Intel Ipex llm CCL Distributed Training Tips
- Heuristic:CARLA simulator Carla Sensor Queue Synchronization Pattern
- Heuristic:DataTalksClub Data engineering zoomcamp DuckDB OOM Memory Management
- Heuristic:Huggingface Alignment handbook Sequence Packing Strategy
- Heuristic:LMCache LMCache Prefix Based Retrieval Pattern
- Heuristic:Run llama Llama index Batch Eval Retry Strategy
- Heuristic:Haotian liu LLaVA Quantization MM Projector Exclusion
- Heuristic:Webdriverio Webdriverio Click Interception Workaround
- Heuristic:Kubeflow Kubeflow Issue Routing To Sub Repos
Environments
- Environment:Haosulab ManiSkill GPU CUDA Simulation
- Environment:Hpcaitech ColossalAI ColossalChat Training Environment
- Environment:ThreeSR Awesome Inference Time Scaling GitHub Account Environment
- Environment:AUTOMATIC1111 Stable diffusion webui GPU Compute Backend
- Environment:Arize ai Phoenix Phoenix Server Runtime
- Environment:Google deepmind Dm control EGL Headless Rendering
- Environment:Mlfoundations Open flamingo PyTorch CUDA Distributed
- Environment:BerriAI Litellm Docker Deployment
- Environment:Sgl project Sglang Web
- Environment:Obss Sahi Python Detection Frameworks