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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:Mlc ai Web llm Text Embeddings And RAG
- Workflow:Kubeflow Pipelines XGBoost Training Pipeline
- Workflow:Ggml org Llama cpp Interactive Chat
- Workflow:DataExpert io Data engineer handbook Flink Kafka Streaming Pipeline
- Workflow:ChenghaoMou Text dedup SimHash Deduplication
- Workflow:Huggingface Datatrove Common Crawl Processing
- Workflow:Google research Deduplicate text datasets Cross dataset deduplication
- Workflow:MaterializeInc Materialize CI Pipeline Generation
- Workflow:Allenai Open instruct SFT Finetuning
- Workflow:Mit han lab Llm awq TinyChat LLM Deployment
Principles
- Principle:Unslothai Unsloth AIME Evaluation
- Principle:Gretelai Gretel synthetics Conditional Data Sampling
- Principle:OpenGVLab InternVL Streamlit Chat Interface
- Principle:Ollama Ollama HardwareDiscovery
- Principle:Predibase Lorax Continuous Batching Inference
- Principle:Heibaiying BigData Notes MapReduce Job Assembly
- Principle:Liu00222 Open Prompt Injection Known Answer Detection
- Principle:Puppeteer Puppeteer Screenshot Capture
- Principle:BerriAI Litellm Server Startup
- Principle:Mlflow Mlflow Trace Assessment
Implementations
- Implementation:Online ml River Time Series HoltWinters
- Implementation:NVIDIA NeMo Curator WARC Iterator
- Implementation:FMInference FlexLLMGen DeepSpeed Autotuning Utils
- Implementation:Iterative Dvc Lock
- Implementation:Google deepmind Mujoco MJX Warp Collision Driver
- Implementation:Bentoml BentoML Image Builder
- Implementation:Ray project Ray Repro CI Tool
- Implementation:Onnx Onnx BaseConverter Class
- Implementation:Microsoft Playwright DevtoolsController
- Implementation:Cohere ai Cohere python FinetunedModel Settings
Heuristics
- Heuristic:Zai org CogVideo Frame Count and Resolution Constraints
- Heuristic:CrewAIInc CrewAI LLM Provider Message Workarounds
- Heuristic:LMCache LMCache Chunk Size And Default Config
- Heuristic:Heibaiying BigData Notes Kafka Consumer Offset Strategy Tip
- Heuristic:Norrrrrrr lyn WAInjectBench NaN Inf Fallback FP32 Recovery
- Heuristic:Lucidrains X transformers Sampling Temperature Strategy
- Heuristic:ARISE Initiative Robomimic BatchNorm To GroupNorm For EMA
- Heuristic:PrefectHQ Prefect Task Timeout Thread Limitation
- Heuristic:Kserve Kserve Prefix Cache Consistency
- Heuristic:Apache Paimon Compression Tuning
Environments
- Environment:Cleanlab Cleanlab Python Core Environment
- Environment:Microsoft Onnxruntime CUDA GPU Environment
- Environment:Iterative Dvc Python Runtime
- Environment:Openai Openai agents python Voice Dependencies
- Environment:Wandb Weave Trace Server Infrastructure
- Environment:NVIDIA NeMo Curator NVIDIA DALI
- Environment:OpenGVLab InternVL PEFT LoRA
- Environment:Hiyouga LLaMA Factory Optional Inference Backends
- Environment:MaterializeInc Materialize Kubernetes Helm Runtime
- Environment:Webdriverio Webdriverio Cloud Service Credentials