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1,118
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:OpenRLHF OpenRLHF DPO Training
- Workflow:VainF Torch Pruning LLM Structural Pruning
- Workflow:DataTalksClub Data engineering zoomcamp Kafka Stream Processing
- Workflow:Sktime Pytorch forecasting DeepAR Probabilistic Forecasting
- Workflow:Deepspeedai DeepSpeed AutoTP Training
- Workflow:CARLA simulator Carla Autonomous Navigation
- Workflow:Evidentlyai Evidently Text Data Quality Evaluation
- Workflow:LLMBook zh LLMBook zh github io LoRA Finetuning
- Workflow:MarketSquare Robotframework browser Browser Test Authoring
- Workflow:Togethercomputer Together python Chat Completion
Principles
- Principle:Webdriverio Webdriverio XPath Processing
- Principle:Groq Groq python Transcription Result Extraction
- Principle:Neuml Txtai Model Integration
- Principle:Scikit learn Scikit learn Clustering
- Principle:Facebookresearch Audiocraft Audio Token Decoding
- Principle:Datajuicer Data juicer Statistics Key Definition
- Principle:Mistralai Client python SDK Installation
- Principle:Huggingface Optimum Export Validation
- Principle:TobikoData Sqlmesh Production Promotion
- Principle:Vllm project Vllm Structured Output Configuration
Implementations
- Implementation:Openai Openai python Websocket Connection Options
- Implementation:Google deepmind Dm control MuJoCo Profiling Wrapper
- Implementation:Apache Paimon Lint Python Script
- Implementation:Apache Druid DoctorDialog
- Implementation:Huggingface Diffusers DiffusionPipeline From Pretrained
- Implementation:Scikit learn Scikit learn RandomForestClassifier Init
- Implementation:Onnx Onnx Net Drawer
- Implementation:Ucbepic Docetl Docker Compose Launch
- Implementation:FlagOpen FlagEmbedding BGE M3 Modeling
- Implementation:Roboflow Rf detr RFDETR Predict
Heuristics
- Heuristic:Puppeteer Puppeteer Timeout Hierarchy
- Heuristic:Google deepmind Dm control Tolerance Reward Tuning
- Heuristic:PeterL1n BackgroundMattingV2 Checkpoint Interval Tuning
- Heuristic:Vespa engine Vespa Config Polling Timeout Tuning
- Heuristic:Nautechsystems Nautilus trader Cache Buffer Interval Tuning
- Heuristic:Lakeraai Pint benchmark Chunking Stride 25 Percent Overlap
- Heuristic:Onnx Onnx Opset Version Selection
- Heuristic:Huggingface Datatrove Thundering Herd Prevention
- Heuristic:Eventual Inc Daft Delta Lake S3 Locking
- Heuristic:Sktime Pytorch forecasting Early Stopping Patience
Environments
- Environment:EvolvingLMMs Lab Lmms eval Server Mode Environment
- Environment:Huggingface Alignment handbook Python Transformers
- Environment:Vibrantlabsai Ragas LLM Provider Credentials
- Environment:Sgl project Sglang Performance Dashboard
- Environment:Langgenius Dify Docker Deployment Environment
- Environment:Protectai Llm guard Python Runtime Dependencies
- Environment:DistrictDataLabs Yellowbrick Python Scikit Learn Environment
- Environment:Triton inference server Server TRT LLM Deployment
- Environment:Mbzuai oryx Awesome LLM Post training Python Matplotlib
- Environment:Kubeflow Pipelines Kubernetes Cluster