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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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| 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:ContextualAI HALOs Reward Model Training
- Workflow:Ucbepic Docetl YAML Pipeline Execution
- Workflow:Openai Openai node Streaming To Client
- Workflow:Alibaba ROLL Supervised Finetuning Pipeline
- Workflow:NVIDIA TransformerEngine Accelerate HF Llama With TE
- Workflow:Recommenders team Recommenders ALS Spark Recommendation
- Workflow:Webdriverio Webdriverio Cucumber BDD Testing
- Workflow:Groq Groq python Text To Speech
- Workflow:Huggingface Datatrove Summary Statistics
- Workflow:Online ml River Drift Adaptive Classification
Principles
- Principle:Datahub project Datahub Protobuf Metadata Emission
- Principle:Ollama Ollama Modelfile Format
- Principle:Neuml Txtai Content Storage
- Principle:Mit han lab Llm awq Interactive Multimodal Demo
- Principle:Avhz RustQuant Volatility Surface
- Principle:Unstructured IO Unstructured Element Model
- Principle:Spotify Luigi External API Integration
- Principle:DataTalksClub Data engineering zoomcamp Pipeline Containerization
- Principle:EvolvingLMMs Lab Lmms eval Queue Monitoring
- Principle:Ollama Ollama GGUF Model Conversion Qwen3
Implementations
- Implementation:Princeton nlp Tree of thought llm Prompt Templates
- Implementation:ArroyoSystems Arroyo Local Run
- Implementation:Haosulab ManiSkill SO100
- Implementation:NVIDIA NeMo Curator Code Filters
- Implementation:Treeverse LakeFS CreateTag
- Implementation:Ggml org Llama cpp Graph
- Implementation:CrewAIInc CrewAI Docs Navigation Config
- Implementation:Alibaba MNN CMake Build LLM
- Implementation:Google deepmind Dm control Jumping Ball
- Implementation:LMCache LMCache Fast Serde
Heuristics
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Test Train Option Consistency
- Heuristic:Vibrantlabsai Ragas Temperature Sampling Strategy
- Heuristic:Nautechsystems Nautilus trader Streaming Mode For Large Backtests
- Heuristic:Openai Openai node Stream Usage Interruption
- Heuristic:Unstructured IO Unstructured Libmagic Filetype Accuracy
- Heuristic:Tensorflow Serving GPU Memory And CPU Optimization
- Heuristic:NVIDIA NeMo Aligner Higher Stability Log Probs
- Heuristic:Langchain ai Langgraph Stream Mode Selection
- Heuristic:ARISE Initiative Robomimic Video Recording Optimization
- Heuristic:Mlfoundations Open flamingo FSDP Manual Wrapping For Mixed Parameters
Environments
- Environment:Risingwavelabs Risingwave Java Connector Environment
- Environment:Hpcaitech ColossalAI ColossalChat Training Environment
- Environment:Hiyouga LLaMA Factory Core Python GPU Environment
- Environment:Bitsandbytes foundation Bitsandbytes ROCm AMD Environment
- Environment:Spcl Graph of thoughts OpenAI API Access
- Environment:Ray project Ray Python Runtime Environment
- Environment:Mlc ai Web llm Chrome Extension Manifest V3
- Environment:Guardrails ai Guardrails Docker Server Runtime
- Environment:Ollama Ollama GPU Runtime
- Environment:Microsoft Onnxruntime Nodejs Runtime Environment