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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:Helicone Helicone Local Development Setup
- Workflow:Hiyouga LLaMA Factory PPO RLHF Training
- Workflow:TA Lib Ta lib python Abstract API Usage
- Workflow:OWASP Www project top 10 for large language model applications LLM Vulnerability Assessment
- Workflow:Arize ai Phoenix Prompt Management Pipeline
- Workflow:NVIDIA TransformerEngine FSDP Distributed Training
- Workflow:Facebookresearch Audiocraft MusicGen Text To Music Inference
- Workflow:Hiyouga LLaMA Factory DPO Preference Alignment
- Workflow:Elevenlabs Elevenlabs python Text to Speech Generation
- Workflow:ChenghaoMou Text dedup Suffix Array Deduplication
Principles
- Principle:Teamcapybara Capybara Path Assertion
- Principle:Avhz RustQuant Descriptive Statistics
- Principle:Neuml Txtai Task Wrapping
- Principle:Norrrrrrr lyn WAInjectBench JSONL Text Dataset Format
- Principle:Microsoft Playwright Analyze Test Execution
- Principle:Ollama Ollama Local Manifest Management
- Principle:Huggingface Datasets NumPy Formatting
- Principle:Langgenius Dify SecureWindowOpening
- Principle:Kubeflow Pipelines Kubernetes Cluster Preparation
- Principle:Openai Openai python Chat Response Processing
Implementations
- Implementation:Triton inference server Server L0 Metrics Test
- Implementation:SeleniumHQ Selenium DevTools ConverterFunctions
- Implementation:Haosulab ManiSkill Initialize Episode Pattern
- Implementation:PacktPublishing LLM Engineers Handbook InferenceExecutor Execute
- Implementation:Facebookresearch Audiocraft SEANet and RVQ
- Implementation:Farama Foundation Gymnasium SwimmerEnv V4
- Implementation:LMCache LMCache Server
- Implementation:Danijar Dreamerv3 Parallel Learner
- Implementation:ArroyoSystems Arroyo Worker Server
- Implementation:Openai Openai node Realtime ClientSecrets
Heuristics
- Heuristic:Axolotl ai cloud Axolotl Attention Mechanism Selection
- Heuristic:Roboflow Rf detr Batch Size Memory Tradeoff
- Heuristic:FlagOpen FlagEmbedding Dynamic Batch Size Reduction
- Heuristic:NVIDIA NeMo Aligner Adam State Offloading Tip
- Heuristic:Princeton nlp Tree of thought llm Duplicate Candidate Zeroing
- Heuristic:Volcengine Verl GPU Memory Utilization Tuning
- Heuristic:SqueezeAILab ETS Lambda Similarity Scaling
- Heuristic:PacktPublishing LLM Engineers Handbook Chunking Strategy By Content Type
- Heuristic:Haotian liu LLaVA Flash Attention GPU Requirement
- Heuristic:Dagster io Dagster Batch Size Tuning
Environments
- Environment:Diagram of thought Diagram of thought Graphviz
- Environment:DevExpress Testcafe Firefox Marionette
- Environment:Online ml River Python Runtime Environment
- Environment:Vllm project Vllm Environment Variables
- Environment:Obss Sahi Python Detection Frameworks
- Environment:Avhz RustQuant Rust Stable
- Environment:Huggingface Diffusers Attention Backends
- Environment:Treeverse LakeFS LakeFS Server Environment
- Environment:Microsoft Onnxruntime Python Inference Environment
- Environment:FlagOpen FlagEmbedding GPU Accelerator Environment