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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:Datahub project Datahub Spark Lineage Capture
- Workflow:PacktPublishing LLM Engineers Handbook RAG Inference
- Workflow:Openai Openai node Audio Processing
- Workflow:ARISE Initiative Robomimic Dataset Preparation Pipeline
- Workflow:Mage ai Mage ai Destination Data Loading
- Workflow:OpenRLHF OpenRLHF DPO Training
- Workflow:Sdv dev SDV Multi table synthesis
- Workflow:VainF Torch Pruning Vision Transformer Pruning
- Workflow:Princeton nlp Tree of thought llm Baseline comparison
- Workflow:Nautechsystems Nautilus trader Data loading and cataloging
Principles
- Principle:Apache Flink Split Based Record Reading
- Principle:Openai Whisper Word Level Subtitle Output
- Principle:Ray project Ray Request Routing And Handling
- Principle:Elevenlabs Elevenlabs python Batch Speech to Text
- Principle:Tensorflow Serving Canary Deployment
- Principle:BerriAI Litellm Error Handling
- Principle:Zai org CogVideo Image Conditioning Preparation
- Principle:Microsoft DeepSpeedExamples ZeRO3 CPU Offload Training
- Principle:Unslothai Unsloth Sentence Embedding Finetuning
- Principle:Bigscience workshop Petals Data Preparation
Implementations
- Implementation:Datahub project Datahub FieldPath Schematron
- Implementation:Huggingface Transformers Quantization Verification Pattern
- Implementation:Datahub project Datahub MetadataResponseFuture
- Implementation:Huggingface Datasets JaxFormatter
- Implementation:Lm sys FastChat Topic Clustering
- Implementation:Protectai Llm guard Output EmotionDetection
- Implementation:Lance format Lance DictEncoding
- Implementation:CrewAIInc CrewAI Couchbase Vector Search Tool
- Implementation:Apache Airflow TaskInstance Listener Spec
- Implementation:Open compass VLMEvalKit MEGABench Answer Str Parse
Heuristics
- Heuristic:HKUDS AI Trader Linear Retry Backoff
- Heuristic:SeleniumHQ Selenium FindElements For Absence Check
- Heuristic:Cleanlab Cleanlab Multiprocessing Platform Strategy
- Heuristic:Mlflow Mlflow Prompt Cache Tuning
- Heuristic:FMInference FlexLLMGen Sequence Length Alignment
- Heuristic:Microsoft LoRA LoRA Init Strategy
- Heuristic:Kserve Kserve VLLM GPU Memory Utilization
- Heuristic:Microsoft Onnxruntime Graph Optimization Level Selection
- Heuristic:Google deepmind Dm control Warning Deprecated Legacy Base Walker
- Heuristic:Hiyouga LLaMA Factory Mixed Precision Training Tips
Environments
- Environment:Vllm project Vllm Python Dependencies
- Environment:BerriAI Litellm Observability Stack
- Environment:Marker Inc Korea AutoRAG Korean NLP Dependencies
- Environment:Openai Openai node Node 20 Runtime
- Environment:Helicone Helicone Node 20 TypeScript Runtime
- Environment:Farama Foundation Gymnasium Box2D Physics Backend
- Environment:Haifengl Smile Quarkus Serve Environment
- Environment:Ggml org Llama cpp Metal GPU Environment
- Environment:Roboflow Rf detr Python GPU Environment
- Environment:Astronomer Astronomer cosmos Python Airflow Runtime