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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:Langgenius Dify Knowledge Base Management
- Workflow:NVIDIA NeMo Aligner DPO Training
- Workflow:NVIDIA NeMo Aligner Supervised Fine Tuning
- Workflow:Huggingface Datatrove Minhash Deduplication
- Workflow:Risingwavelabs Risingwave Iceberg Lakehouse Ingestion
- Workflow:Lance format Lance Vector Search Pipeline
- Workflow:Hiyouga LLaMA Factory Model Inference and Serving
- Workflow:Fastai Fastbook Tabular Modeling
- Workflow:OpenRLHF OpenRLHF DPO Training
- Workflow:NVIDIA NeMo Aligner RLHF PPO Training
Principles
- Principle:Tensorflow Serving JSON Response Serialization
- Principle:LLMBook zh LLMBook zh github io Rotary Position Embedding
- Principle:Iterative Dvc Experiment Workspace Preparation
- Principle:Fede1024 Rust rdkafka Blocking Task Dispatch
- Principle:Zai org CogVideo Perceptual Adversarial Loss
- Principle:CrewAIInc CrewAI Tool Execution And Monitoring
- Principle:Guardrails ai Guardrails AsyncExecution
- Principle:Togethercomputer Together python Sandboxed Code Interpreter
- Principle:Mlc ai Web llm Web Worker Engine Proxy
- Principle:Togethercomputer Together python Batch Job Monitoring
Implementations
- Implementation:DistrictDataLabs Yellowbrick TextVisualizer
- Implementation:Open compass VLMEvalKit OCR Reasoning Utils
- Implementation:Langgenius Dify Copy And Start
- Implementation:Promptfoo Promptfoo doGenerateRedteam
- Implementation:Mit han lab Llm awq Conversation Template
- Implementation:Haosulab ManiSkill Demo Random Action CLI
- Implementation:Unstructured IO Unstructured Measure Execution Time
- Implementation:Microsoft LoRA LoRA Layers
- Implementation:Ollama Ollama Sampler Sample
- Implementation:Huggingface Datatrove JsonlWriter
Heuristics
- Heuristic:ArroyoSystems Arroyo Parallelism Configuration
- Heuristic:ClickHouse ClickHouse Debug Build Tips
- Heuristic:Huggingface Alignment handbook Sequence Packing Strategy
- Heuristic:Neuml Txtai Llama Cpp Context Fallback
- Heuristic:Pola rs Polars Lazy Over Eager Preference
- Heuristic:Danijar Dreamerv3 Adaptive Gradient Clipping
- Heuristic:Astronomer Astronomer cosmos Watcher Queue Sizing
- Heuristic:Puppeteer Puppeteer Navigation Race Condition Avoidance
- Heuristic:Iamhankai Forest of Thought Input Length Overflow Recovery
- Heuristic:Eventual Inc Daft Runner Selection Guide
Environments
- Environment:Junyanz Pytorch CycleGAN and pix2pix Python PyTorch Runtime
- Environment:Pyro ppl Pyro Python PyTorch Core
- Environment:BerriAI Litellm Observability Stack
- Environment:Mit han lab Llm awq Flash Attention Environment
- Environment:CrewAIInc CrewAI Python Runtime Environment
- Environment:Open compass VLMEvalKit GPU CUDA Environment
- Environment:Apache Dolphinscheduler Netty Runtime
- Environment:Vllm project Vllm ROCm
- Environment:Predibase Lorax Python Server Dependencies
- Environment:LMCache LMCache CUDA GPU Runtime