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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:Ggml org Llama cpp Multimodal Inference
- Workflow:Axolotl ai cloud Axolotl QLoRA SFT Finetuning
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestNode
- Workflow:Mlflow Mlflow Model Logging and Registry
- Workflow:ChenghaoMou Text dedup Benchmark Evaluation
- Workflow:Huggingface Datatrove FineWeb Dataset Creation
- Workflow:Anthropics Anthropic sdk python Cloud Provider Deployment
- Workflow:Langchain ai Langgraph CLI Deployment
- Workflow:Scikit learn Scikit learn Ensemble Model Building
- Workflow:PrefectHQ Prefect API Sourced ETL
Principles
- Principle:Open compass VLMEvalKit Model Validation
- Principle:LMCache LMCache CacheBlend Configuration
- Principle:Langgenius Dify UserSettings
- Principle:Getgauge Taiko Page Navigation
- Principle:OpenGVLab InternVL LoRA Adapter Injection
- Principle:Langchain ai Langchain Streaming Method Invocation
- Principle:Langfuse Langfuse Event Validation and Schema Parsing
- Principle:SeldonIO Seldon core Explainer Pipeline Integration
- Principle:Huggingface Datasets Streaming Skip
- Principle:Deepspeedai DeepSpeed Reward Model Training
Implementations
- Implementation:Teamcapybara Capybara Capybara Register Driver
- Implementation:FlagOpen FlagEmbedding Matryoshka Compensation Modeling
- Implementation:Mlflow Mlflow Load Prompt
- Implementation:Tensorflow Tfjs Tf Tensor Creation
- Implementation:Infiniflow Ragflow UseImportJson Hook
- Implementation:Zai org CogVideo SAT Training Main
- Implementation:Teamcapybara Capybara Edge Node
- Implementation:Isaac sim IsaacGymEnvs HumanoidAMPBase
- Implementation:Huggingface Transformers Load Dataset
- Implementation:ARISE Initiative Robosuite Reset From Xml String
Heuristics
- Heuristic:Guardrails ai Guardrails Async Vs Sync Validation Mode
- Heuristic:Togethercomputer Together python Fine Tuning Parameter Validation
- Heuristic:Tensorflow Tfjs WASM Cross Origin Isolation
- Heuristic:MaterializeInc Materialize Dbt Transaction Disable
- Heuristic:EvolvingLMMs Lab Lmms eval Limit Flag Testing Only
- Heuristic:Roboflow Rf detr Layer Wise LR Decay
- Heuristic:Turboderp org Exllamav2 Memory Optimization Techniques
- Heuristic:Iamhankai Forest of Thought Self Correction Confidence Threshold
- Heuristic:Langfuse Langfuse ClickHouse FINAL Skip Optimization
- Heuristic:Microsoft Agent framework PowerFx Python Version Limit
Environments
- Environment:Mistralai Client python Realtime Transcription Environment
- Environment:Vespa engine Vespa FNET Transport Config
- Environment:Facebookresearch Habitat lab Python 3 9 Core Dependencies
- Environment:Lance format Lance SIMD And Platform Requirements
- Environment:Ggml org Ggml C Cpp Build Environment
- Environment:Apache Kafka Release Toolchain Environment
- Environment:Neuml Txtai API Server Configuration
- Environment:Apache Druid Druid Operator Kubernetes
- Environment:Huggingface Transformers PyTorch 24 CUDA
- Environment:Huggingface Diffusers Quantization Environment