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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:Tencent Ncnn Post Training Quantization
- Workflow:Arize ai Phoenix Trace Ingestion Pipeline
- Workflow:Astronomer Astronomer cosmos Kubernetes dbt execution
- Workflow:InternLM Lmdeploy LLM Offline Batch Inference
- Workflow:Huggingface Optimum Model Export
- Workflow:Haosulab ManiSkill RL Training with PPO
- Workflow:Wandb Weave SDK Release
- Workflow:Elevenlabs Elevenlabs python Text to Speech Generation
- Workflow:Ggml org Ggml Vision Model Inference
- Workflow:Microsoft Agent framework Declarative Agent Definition
Principles
- Principle:Online ml River SNARIMAX Forecasting
- Principle:Truera Trulens LangChain App Wrapping
- Principle:Google deepmind Dm control Soccer Visualization
- Principle:Online ml River Estimator Base Architecture
- Principle:Interpretml Interpret APLR Regression
- Principle:PeterL1n BackgroundMattingV2 Video dataset loading
- Principle:Eric mitchell Direct preference optimization Model Loading
- Principle:Ggml org Llama cpp Performance Benchmarking
- Principle:Huggingface Trl GRPO Model Saving
- Principle:ClickHouse ClickHouse Interactive Client Connection
Implementations
- Implementation:Microsoft Onnxruntime InferenceSession Create Nodejs
- Implementation:Kornia Kornia Visual Prompter
- Implementation:AUTOMATIC1111 Stable diffusion webui Webui Entry Point
- Implementation:Helicone Helicone AI Gateway OpenAPI Spec
- Implementation:Apache Druid Compaction Dynamic Config Completions
- Implementation:Ggml org Llama cpp KV Cache ISWA
- Implementation:BerriAI Litellm Tag Based Routing
- Implementation:Huggingface Datasets Logging Utils
- Implementation:Datahub project Datahub Filter Tag Indexes
- Implementation:Speechbrain Speechbrain Hparams KsponSpeech Conformer
Heuristics
- Heuristic:Vibrantlabsai Ragas Warning Deprecated Legacy LLM Wrappers
- Heuristic:ArroyoSystems Arroyo Async UDF Concurrency
- Heuristic:Eric mitchell Direct preference optimization Activation Checkpointing Memory
- Heuristic:Liu00222 Open Prompt Injection Attack Effectiveness Hierarchy
- Heuristic:Tensorflow Serving Warning Deprecated CreateTfrtSavedModel Raw
- Heuristic:Webdriverio Webdriverio Default Timeout Configuration
- Heuristic:Puppeteer Puppeteer Chrome Default Launch Arguments
- Heuristic:Tensorflow Serving Servable Handle Lifetime
- Heuristic:Allenai Open instruct GPU Memory Utilization
- Heuristic:Huggingface Diffusers VAE Scaling Factors
Environments
- Environment:Huggingface Alignment handbook Python TRL
- Environment:NVIDIA NeMo Curator Python Linux Base
- Environment:Bentoml BentoML Python Runtime
- Environment:Openai Evals Python Runtime
- Environment:Tensorflow Serving Build Environment
- Environment:Hpcaitech ColossalAI ColossalQA RAG Environment
- Environment:Apache Druid Web Console Development
- Environment:Haotian liu LLaVA Python CUDA Training Environment
- Environment:Langfuse Langfuse Node 24 Runtime
- Environment:Guardrails ai Guardrails LLM Provider API Keys