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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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|---|---|---|
| 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:CarperAI Trlx RLHF Dialogue Alignment
- Workflow:Axolotl ai cloud Axolotl Full Finetuning Distributed
- Workflow:Trailofbits Fickling PyTorch Format Identification
- Workflow:Run llama Llama index RAG Query Pipeline
- Workflow:Vllm project Vllm Structured Output Generation
- Workflow:Microsoft Autogen Swarm Agent Handoff
- Workflow:Spcl Graph of thoughts Custom GoT Use Case Integration
- Workflow:PacktPublishing LLM Engineers Handbook RAG Inference
- Workflow:CARLA simulator Carla Sensor Data Collection
- Workflow:PacktPublishing LLM Engineers Handbook Digital Data ETL
Principles
- Principle:OpenHands OpenHands Ownership Establishment
- Principle:Arize ai Phoenix Evaluation Result Analysis
- Principle:CrewAIInc CrewAI Baseline Crew Configuration
- Principle:Apache Paimon Lance Distributed Analytics
- Principle:Kornia Kornia Edge Detection
- Principle:Farama Foundation Gymnasium Asynchronous Vector Execution
- Principle:Huggingface Diffusers Scheduler Selection
- Principle:Kornia Kornia Deep Edge Detection
- Principle:Openai Openai python API Error Handling
- Principle:Pola rs Polars Window Function Application
Implementations
- Implementation:PacktPublishing LLM Engineers Handbook VectorBaseDocument Bulk Insert
- Implementation:OpenRLHF OpenRLHF KDTrainer
- Implementation:Hpcaitech ColossalAI RewardModel
- Implementation:DistrictDataLabs Yellowbrick Rank2D Visualizer
- Implementation:Elevenlabs Elevenlabs python GetKnowledgeBaseFileResponseModel
- Implementation:Recommenders team Recommenders Affinity Matrix
- Implementation:Langfuse Langfuse Ingestion Event Schemas
- Implementation:Avhz RustQuant FractionalBrownianMotion
- Implementation:Kornia Kornia SmallSR
- Implementation:FlowiseAI Flowise Leads
Heuristics
- Heuristic:AnswerDotAI RAGatouille Auto Batch Size For Long Documents
- Heuristic:Facebookresearch Audiocraft Gradient Balancing For Multi Loss
- Heuristic:ARISE Initiative Robosuite XML Reset Method Tradeoff
- Heuristic:Dagster io Dagster Batch Size Tuning
- Heuristic:Apache Dolphinscheduler JDBC Security Blocklist
- Heuristic:Pola rs Polars Use Spawn Not Fork Multiprocessing
- Heuristic:NVIDIA NeMo Curator GPU Memory Resource Allocation
- Heuristic:Snorkel team Snorkel Minimum Three LFs
- Heuristic:PeterL1n BackgroundMattingV2 Mixed Precision Training
- Heuristic:Webdriverio Webdriverio Default Timeout Configuration
Environments
- Environment:Huggingface Alignment handbook BitsAndBytes CUDA
- Environment:Googleapis Python genai Gemini API Key Authentication
- Environment:Nightwatchjs Nightwatch Node 18 Runtime
- Environment:TobikoData Sqlmesh GitHub CICD Runner
- Environment:Apache Kafka Committer Tools Environment
- Environment:Bentoml BentoML BentoCloud Credentials
- Environment:Heibaiying BigData Notes Spark 2 4 Environment
- Environment:Bentoml BentoML Python Runtime
- Environment:Vllm project Vllm NVIDIA CUDA
- Environment:Huggingface Datasets SQL Dependencies