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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:Anthropics Anthropic sdk python Streaming Message Interaction
- Workflow:Langchain ai Langchain Chat Model Invocation
- Workflow:Ollama Ollama Model Registry Operations
- Workflow:Huggingface Datasets Dataset Streaming
- Workflow:Duckdb Duckdb Source Amalgamation And Packaging
- Workflow:Togethercomputer Together python Embeddings And Reranking
- Workflow:Apache Flink Async Sink Lifecycle
- Workflow:Huggingface Peft QLoRA SFT Finetuning
- Workflow:SeldonIO Seldon core Inference Pipeline
- Workflow:Datahub project Datahub CLI Metadata Ingestion
Principles
- Principle:Datajuicer Data juicer Configuration Initialization
- Principle:Scikit learn Scikit learn Semi Supervised Learning
- Principle:Apache Flink Source Chain Composition
- Principle:Openai Openai python Text to Speech
- Principle:Helicone Helicone Database Schema
- Principle:Protectai Llm guard Programming Language Detection
- Principle:Togethercomputer Together python Video Generation
- Principle:LaurentMazare Tch rs Custom Optimizer Integration
- Principle:Sktime Pytorch forecasting Validation Dataset Creation
- Principle:Helicone Helicone Worker Environment Types
Implementations
- Implementation:Neuml Txtai Text Classification
- Implementation:SeleniumHQ Selenium Language AGENTS Conventions
- Implementation:Evidentlyai Evidently Legacy IsValidJSON Feature
- Implementation:Ray project Ray LocalModeTaskSubmitter
- Implementation:NVIDIA DALI Paddle ResNet Model
- Implementation:EvolvingLMMs Lab Lmms eval LLM Judge Utils
- Implementation:CrewAIInc CrewAI Delegation Tools
- Implementation:Kubeflow Pipelines PipelineVersion CRD
- Implementation:TobikoData Sqlmesh EditorTab
- Implementation:Teamcapybara Capybara Window
Heuristics
- Heuristic:Kornia Kornia Lazy Loading Optional Deps
- Heuristic:Fede1024 Rust rdkafka Sensitive Config Sanitization
- Heuristic:Facebookresearch Audiocraft Gradient Balancing For Multi Loss
- Heuristic:TobikoData Sqlmesh Snapshot TTL Defaults
- Heuristic:Allenai Open instruct Warning Archived Dev Scripts
- Heuristic:Fede1024 Rust rdkafka Main Queue Poll Interval
- Heuristic:FlowiseAI Flowise Heap Memory Configuration
- Heuristic:Open compass VLMEvalKit API Retry With Random Delay
- Heuristic:Protectai Llm guard ONNX Runtime Optimization
- Heuristic:Microsoft Semantic kernel Custom HttpClient Retry Policy
Environments
- Environment:Huggingface Transformers PyTorch 24 CUDA
- Environment:Truera Trulens OpenAI Provider Environment
- Environment:Huggingface Datatrove Slurm Cluster Environment
- Environment:OpenGVLab InternVL PEFT LoRA
- Environment:Ggml org Ggml Vulkan GPU Environment
- Environment:Microsoft LoRA PyTorch CUDA Environment
- Environment:Sdv dev SDV GPU CUDA Support
- Environment:SqueezeAILab ETS Evaluation Python Stack
- Environment:Helicone Helicone Node 20 TypeScript Runtime
- Environment:PrefectHQ Prefect Python Runtime Environment