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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:Huggingface Peft QLoRA SFT Finetuning
- Workflow:Openclaw Openclaw Multi Agent Routing
- Workflow:NVIDIA DALI Image Classification Training PyTorch
- Workflow:FMInference FlexLLMGen Single GPU Offloaded Inference
- Workflow:Astronomer Astronomer cosmos Local dbt DAG rendering
- Workflow:Infiniflow Ragflow Docker Deployment
- Workflow:Openclaw Openclaw Initial Setup And Onboarding
- Workflow:Lance format Lance Version Management
- Workflow:Roboflow Rf detr ONNX Export
- Workflow:Huggingface Datatrove FineWeb Dataset Creation
Principles
- Principle:Datahub project Datahub Spark Event Interception
- Principle:Huggingface Optimum Hub File Management
- Principle:Interpretml Interpret EBM Prediction
- Principle:Risingwavelabs Risingwave Developer Workflow Automation
- Principle:Cleanlab Cleanlab Active Learning Prioritization
- Principle:Neuml Txtai Late Interaction Retrieval
- Principle:Elevenlabs Elevenlabs python Client Tools Registration
- Principle:SqueezeAILab ETS Dependency Installation
- Principle:PacktPublishing LLM Engineers Handbook User Resolution
- Principle:Farama Foundation Gymnasium Observation Wrapping
Implementations
- Implementation:Volcengine Verl Datasets Load Dataset
- Implementation:TobikoData Sqlmesh Story ModelLineage
- Implementation:NVIDIA DALI DALIClassificationIterator
- Implementation:Ollama Ollama Imagegen LLM
- Implementation:Hpcaitech ColossalAI ColossalQA Logger
- Implementation:Evidentlyai Evidently Legacy Text Contains Feature
- Implementation:InternLM Lmdeploy Core ThreadMap
- Implementation:Cohere ai Cohere python AwsRerank
- Implementation:BerriAI Litellm Pattern Match Deployments
- Implementation:Kserve Kserve InferenceServiceReconciler
Heuristics
- Heuristic:BerriAI Litellm Connection Pooling Memory Management
- Heuristic:Lance format Lance Warning Deprecated Java APIs
- Heuristic:Bigscience workshop Petals Prompt Embeddings Float32 Precision
- Heuristic:Openai Evals Thread Tuning
- Heuristic:Openai CLIP Linear Probe Regularization C
- Heuristic:Princeton nlp SimPO Hyperparameter Tuning
- Heuristic:Recommenders team Recommenders Test Timing Budgets
- Heuristic:Deepspeedai DeepSpeed Vocabulary Tensor Core Alignment
- Heuristic:Roboflow Rf detr Batch Size Memory Tradeoff
- Heuristic:Openai CLIP Template Ensemble For Zero Shot
Environments
- Environment:Spcl Graph of thoughts Python 3 8 Runtime
- Environment:Datahub project Datahub Java Build
- Environment:DevExpress Testcafe Firefox Marionette
- Environment:MarketSquare Robotframework browser Python Runtime
- Environment:Nightwatchjs Nightwatch Selenium WebDriver 4
- Environment:Getgauge Taiko Chromium Browser
- Environment:Facebookresearch Audiocraft Python PyTorch CUDA Environment
- Environment:ArroyoSystems Arroyo Python UDF Runtime
- Environment:Heibaiying BigData Notes Kafka 2 2 Environment
- Environment:PacktPublishing LLM Engineers Handbook Python 3 11 Poetry Environment