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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:Openclaw Openclaw Channel Connection
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestEngine
- Workflow:Eventual Inc Daft SQL Query Analytics
- Workflow:MarketSquare Robotframework browser Browser Test Authoring
- Workflow:Huggingface Alignment handbook QLoRA Single GPU Finetuning
- Workflow:Kubeflow Kubeflow Platform Deployment
- Workflow:Datajuicer Data juicer Custom Operator Development
- Workflow:Intel Ipex llm QLoRA Finetuning
- Workflow:Google research Deduplicate text datasets Cross dataset deduplication
- Workflow:Danijar Dreamerv3 Single Process Training
Principles
- Principle:Princeton nlp SimPO Pipeline Inference
- Principle:Sgl project Sglang Frontend Backend Initialization
- Principle:Ggml org Llama cpp Base64 Encoding
- Principle:Ggml org Llama cpp Inference Context
- Principle:Volcengine Verl Multimodal Rollout Generation
- Principle:Eventual Inc Daft Iceberg Writing
- Principle:Iamhankai Forest of Thought Answer Equivalence Checking
- Principle:Mlflow Mlflow Artifact and Model Logging
- Principle:Openai Openai agents python RunState Serialization
- Principle:Datajuicer Data juicer Statistics Key Definition
Implementations
- Implementation:ARISE Initiative Robosuite PotWithHandles
- Implementation:SeleniumHQ Selenium BuildInfo
- Implementation:Togethercomputer Together python Voices List
- Implementation:Groq Groq python ChatCompletionMessageParam
- Implementation:Elevenlabs Elevenlabs python CaptionStyleModel
- Implementation:Helicone Helicone GCP Service Account Auth
- Implementation:Lance format Lance MapEncoding
- Implementation:BerriAI Litellm Email Alert Types
- Implementation:Apache Druid RuleEditor
- Implementation:ArroyoSystems Arroyo Confluent Connector
Heuristics
- Heuristic:Heibaiying BigData Notes Spark Streaming Local Threads Tip
- Heuristic:DistrictDataLabs Yellowbrick Matplotlib rcParams Management
- Heuristic:Mlc ai Web llm Grammar Matcher Reuse
- Heuristic:Elevenlabs Elevenlabs python VAD vs Manual Commit Strategy
- Heuristic:Huggingface Trl DeepSpeed ZeRO3 Generation Tradeoff
- Heuristic:Lance format Lance Encoding Compression Thresholds
- Heuristic:Mage ai Mage ai Sorted Data Bookmark Strategy
- Heuristic:Microsoft LoRA Warning Deprecated Legacy Examples
- Heuristic:Mlfoundations Open flamingo RICES Feature Caching
- Heuristic:Apache Beam Thread Pool Parallelism Sizing
Environments
- Environment:AUTOMATIC1111 Stable diffusion webui Xformers Attention
- Environment:Mlflow Mlflow OpenAI LLM Integration Environment
- Environment:Googleapis Python genai Vertex AI Service Account
- Environment:Datahub project Datahub Java Build
- Environment:Cypress io Cypress Browser Requirements
- Environment:Astronomer Astronomer cosmos Cosmos Airflow Configuration
- Environment:Haifengl Smile Java 25 Runtime
- Environment:Huggingface Transformers PyTorch 24 CUDA
- Environment:Marker Inc Korea AutoRAG GPU PyTorch Environment
- Environment:Ollama Ollama GPU Runtime