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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:Unstructured IO Unstructured Connector Ingest Pipeline
- Workflow:Openclaw Openclaw Channel Connection
- Workflow:Puppeteer Puppeteer PDF Generation
- Workflow:Huggingface Datatrove FineWeb Dataset Creation
- Workflow:Elevenlabs Elevenlabs python Voice Cloning
- Workflow:Unstructured IO Unstructured Performance Profiling
- Workflow:Turboderp org Exllamav2 LoRA Adapter Inference
- Workflow:Speechbrain Speechbrain Whisper ASR Finetuning
- Workflow:Diagram of thought Diagram of thought DoT Prompt Customization
- Workflow:TobikoData Sqlmesh Github CICD automation
Principles
- Principle:Ggml org Llama cpp GrammarConstrained
- Principle:ARISE Initiative Robosuite MuJoCo Binding Compatibility
- Principle:Langfuse Langfuse Eval Error Handling and Retry
- Principle:Nautechsystems Nautilus trader Risk Management
- Principle:Kserve Kserve Data Transformation
- Principle:NVIDIA DALI Operator Schema Registration
- Principle:Pola rs Polars Advanced SQL Features
- Principle:Microsoft Onnxruntime Input Data Preparation
- Principle:Avhz RustQuant Foreign Exchange
- Principle:Googleapis Python genai Multimodal Content Assembly
Implementations
- Implementation:Open compass VLMEvalKit Falcon2VLM
- Implementation:Apache Paimon TableRead Multi Format
- Implementation:Helicone Helicone VersionedRequestStore InsertRequestResponseVersioned
- Implementation:FlagOpen FlagEmbedding MLVU Ego Data
- Implementation:Openai Openai python Realtime Connect
- Implementation:TobikoData Sqlmesh Common Types
- Implementation:Scikit learn Scikit learn DictVectorizer
- Implementation:Microsoft Agent framework Tool Decorator With Approval
- Implementation:Neuml Txtai Embeddings Index
- Implementation:Apache Shardingsphere YamlShadowRuleConfigurationSwapper SwapToObject
Heuristics
- Heuristic:OpenRLHF OpenRLHF Adam Offload Memory Tip
- Heuristic:Avdvg InjectGuard Module Level Initialization
- Heuristic:Microsoft DeepSpeedExamples RLHF Hyperparameter Guide
- Heuristic:Scikit learn contrib Imbalanced learn Sparse Matrix Handling
- Heuristic:Sail sg LongSpec Tree Shape Configuration
- Heuristic:Speechbrain Speechbrain GAN Dual Optimizer Pattern
- Heuristic:Google deepmind Mujoco Mesh Quality For Collision
- Heuristic:Mage ai Mage ai HTTP Error Classification
- Heuristic:Googleapis Python genai AFC Max Remote Calls Limit
- Heuristic:LMCache LMCache CacheGen Quantization Strategy
Environments
- Environment:Mlflow Mlflow Docker Container Environment
- Environment:Mlc ai Mlc llm TVM Runtime Environment
- Environment:Risingwavelabs Risingwave Rust Build Environment
- Environment:Langchain ai Langchain Python 3 10 Runtime
- Environment:Facebookresearch Habitat lab CUDA GPU Training Environment
- Environment:Sgl project Sglang GitHub Actions
- Environment:Kornia Kornia CUDA GPU Environment
- Environment:Facebookresearch Audiocraft Python PyTorch CUDA Environment
- Environment:Apache Kafka Committer Tools Environment
- Environment:Huggingface Datasets Lance Dependencies