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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:Junyanz Pytorch CycleGAN and pix2pix CycleGAN Training
- Workflow:DistrictDataLabs Yellowbrick Regression Model Evaluation
- Workflow:CarperAI Trlx ILQL Offline Training
- Workflow:Cypress io Cypress Local Development Environment
- Workflow:Speechbrain Speechbrain CTC ASR Training
- Workflow:Openclaw Openclaw Docker Deployment
- Workflow:Elevenlabs Elevenlabs python Realtime TTS Streaming
- Workflow:OpenGVLab InternVL Preference Optimization
- Workflow:Evidentlyai Evidently Data Drift Monitoring
- Workflow:Intel Ipex llm Pipeline Parallel Inference
Principles
- Principle:Zai org CogVideo Caption Output
- Principle:Anthropics Anthropic sdk python Final Message Retrieval
- Principle:Webdriverio Webdriverio Plugin Architecture
- Principle:Diagram of thought Diagram of thought Iterative Propose and Critique
- Principle:Protectai Llm guard Sensitive Data Detection
- Principle:Apache Flink Source Connector Framework
- Principle:TobikoData Sqlmesh Web Server API
- Principle:Huggingface Trl PPO Prompt Dataset Preparation
- Principle:Spotify Luigi Spark Resource Configuration
- Principle:Dagster io Dagster DSPy Prompt Optimization
Implementations
- Implementation:Langgenius Dify SendChatMessage
- Implementation:Huggingface Trl RewardTrainer Init Train
- Implementation:Apache Paimon TableCommit Commit
- Implementation:Haifengl Smile MathEx
- Implementation:Neuml Txtai EmbeddingsTool Init
- Implementation:CARLA simulator Carla LightManager API Spec
- Implementation:Groq Groq python Embeddings Create
- Implementation:Open compass VLMEvalKit PhyX Utils
- Implementation:Fastai Fastbook Cnn Learner
- Implementation:Guardrails ai Guardrails OutputTypes
Heuristics
- Heuristic:NVIDIA TransformerEngine Attention Backend Selection
- Heuristic:Langfuse Langfuse LLM Rate Limit 24h Abandon
- Heuristic:Google deepmind Mujoco MJX Benchmarking Tips
- Heuristic:Speechbrain Speechbrain Data Augmentation Defaults
- Heuristic:Facebookresearch Audiocraft Generation Parameter Defaults
- Heuristic:ContextualAI HALOs FSDP Sampling Workaround
- Heuristic:Openai Openai python Warning Deprecated Legacy Response
- Heuristic:Deepset ai Haystack Logging Auto Detection
- Heuristic:Kubeflow Pipelines Component URL Commit SHA Pinning
- Heuristic:ArroyoSystems Arroyo Checkpoint Interval Tuning
Environments
- Environment:Eventual Inc Daft AI Provider Dependencies
- Environment:Alibaba ROLL Python Runtime Environment
- Environment:Vllm project Vllm AWS ECR
- Environment:Microsoft DeepSpeedExamples SuperOffload Runtime
- Environment:Apache Hudi Docker Demo Environment
- Environment:OpenHands OpenHands SaaS Server Environment
- Environment:Apache Druid Druid Operator Kubernetes
- Environment:Tensorflow Tfjs Browser Runtime
- Environment:Tensorflow Tfjs Python Converter
- Environment:ClickHouse ClickHouse Python3 Test Environment