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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:SeleniumHQ Selenium Contributor Development Workflow
- Workflow:Promptfoo Promptfoo Project Initialization
- Workflow:Ggml org Ggml Vision Model Inference
- Workflow:Kubeflow Pipelines XGBoost Training Pipeline
- Workflow:Lucidrains X transformers DPO Preference Alignment
- Workflow:Apache Hudi Flink Table Clustering
- Workflow:Explodinggradients Ragas Prompt Evaluation And Iteration
- Workflow:SeldonIO Seldon core Model Explainability
- Workflow:Huggingface Optimum Accelerated Inference Pipeline
- Workflow:Openai Openai python Realtime Conversation
Principles
- Principle:Apache Beam Work Item Processing
- Principle:Google research Deduplicate text datasets Cross Dataset Duplicate Detection
- Principle:Vespa engine Vespa Log Target and Level Configuration
- Principle:Tencent Ncnn Graph Optimization
- Principle:Huggingface Datasets Sequence Feature Handling
- Principle:Promptfoo Promptfoo Remote Assertion Evaluation
- Principle:BerriAI Litellm API Key Management
- Principle:Mistralai Client python SDK Installation
- Principle:Ollama Ollama GGUF Model Conversion Gemma
- Principle:Google deepmind Dm control Locomotion Environment Assembly
Implementations
- Implementation:SeldonIO Seldon core Hodometer Collect
- Implementation:Snorkel team Snorkel RandomPolicy Init
- Implementation:AUTOMATIC1111 Stable diffusion webui CheckpointInfo
- Implementation:Elevenlabs Elevenlabs python AudioWithTimestampsAndVoiceSegmentsResponseModel
- Implementation:Online ml River Bandit Evaluate
- Implementation:Vllm project Vllm CPU Pos Encoding
- Implementation:NVIDIA NeMo Curator NemotronCC Stages
- Implementation:Alibaba MNN Protobuf Unknown Field Set H
- Implementation:Openai Openai node Conversations Resource
- Implementation:Predibase Lorax Flash Gemma Modeling
Heuristics
- Heuristic:Spcl Graph of thoughts Budget Gated Benchmark Execution
- Heuristic:TA Lib Ta lib python Unstable Period Configuration
- Heuristic:Apache Hudi Write Memory Tuning
- Heuristic:PrefectHQ Prefect Task Timeout Thread Limitation
- Heuristic:Cypress io Cypress Timeout Tuning
- Heuristic:Zai org CogVideo DeepSpeed Checkpoint Conversion Tips
- Heuristic:FlowiseAI Flowise Edge Connection Type Matching
- Heuristic:ContextualAI HALOs FSDP Sampling Workaround
- Heuristic:ARISE Initiative Robosuite Domain Randomization Tuning
- Heuristic:Openai Openai node Warning Deprecated Assistants API
Environments
- Environment:BerriAI Litellm Observability Stack
- Environment:Fastai Fastbook CUDA GPU Environment
- Environment:Duckdb Duckdb Code Formatting Tools
- Environment:EvolvingLMMs Lab Lmms eval GPU Compute Environment
- Environment:Marker Inc Korea AutoRAG VLLM Environment
- Environment:Obss Sahi Python Pycocotools
- Environment:Isaac sim IsaacGymEnvs Python CUDA Runtime
- Environment:Deepspeedai DeepSpeed NVMe Environment
- Environment:Google research Deduplicate text datasets Python HuggingFace Environment
- Environment:Protectai Llm guard Python Runtime Dependencies