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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.
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|---|---|---|
| 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:Webdriverio Webdriverio Cucumber BDD Testing
- Workflow:Vibrantlabsai Ragas RAG Evaluation
- Workflow:Vibrantlabsai Ragas Experiment Driven Development
- Workflow:Shiyu coder Kronos Qlib Finetuning
- Workflow:Haotian liu LLaVA LoRA Finetuning
- Workflow:Rapidsai Cuml Sklearn Zero Code Acceleration
- Workflow:Apache Airflow Kubernetes Deployment via Helm
- Workflow:Bentoml BentoML Model Store Management
- Workflow:Huggingface Peft DreamBooth LoRA Diffusion
- Workflow:SeldonIO Seldon core Model Deployment
Principles
- Principle:Hpcaitech ColossalAI Vector Embedding Retrieval
- Principle:Norrrrrrr lyn WAInjectBench Dynamic Detector Loading Image
- Principle:Cleanlab Cleanlab Label Quality Scoring
- Principle:Huggingface Datasets Dataset From List Construction
- Principle:Avdvg InjectGuard Vector Store Construction
- Principle:Ollama Ollama GGUF Model Conversion Qwen3
- Principle:SeleniumHQ Selenium Grid Health Monitoring
- Principle:Ggml org Llama cpp Sampling System
- Principle:Infiniflow Ragflow Deployment Prerequisites
- Principle:PacktPublishing LLM Engineers Handbook Crawler Dispatch
Implementations
- Implementation:Helicone Helicone SSO Page
- Implementation:Google deepmind Mujoco Engine IO Header
- Implementation:Apache Kafka GPG Key Validation
- Implementation:Microsoft Agent framework WorkflowBuilder Init
- Implementation:LMCache LMCache CacheGen Decoder
- Implementation:Run llama Llama index Question Gen Types
- Implementation:Pyro ppl Pyro Special
- Implementation:Avhz RustQuant Exponential Distribution
- Implementation:Ggml org Ggml Sycl common
- Implementation:Ggml org Ggml Cpu kleidiai backend
Heuristics
- Heuristic:Mlc ai Web llm Tokenizer JSON Preference
- Heuristic:Elevenlabs Elevenlabs python Audio Buffer Sizes
- Heuristic:Huggingface Datasets Flatten Indices Performance
- Heuristic:Infiniflow Ragflow Agent Max Rounds Strategy
- Heuristic:OpenBMB UltraFeedback API Retry Strategy
- Heuristic:HKUDS AI Trader Market Type Auto Detection
- Heuristic:ChenghaoMou Text dedup Bloom Filter Single Process
- Heuristic:NVIDIA NeMo Aligner DPO Sequence Packing Tips
- Heuristic:Axolotl ai cloud Axolotl Attention Mechanism Selection
- Heuristic:Romsto Speculative Decoding Seed Fixing For Reproducibility
Environments
- Environment:Sgl project Sglang Python Dependencies
- Environment:Togethercomputer Together python Python SDK Runtime
- Environment:Scikit learn contrib Imbalanced learn Python Scikit learn
- Environment:Microsoft LoRA NLG Eval External Tools
- Environment:InternLM Lmdeploy CUDA GPU Runtime
- Environment:Huggingface Transformers PyTorch 24 CUDA
- Environment:Helicone Helicone Wrangler CLI
- Environment:Haifengl Smile Quarkus Serve Environment
- Environment:VainF Torch Pruning CUDA GPU Benchmarking
- Environment:Ucbepic Docetl Python Runtime