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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:Ray project Ray Serve Deployment
- Workflow:Cohere ai Cohere python Model Finetuning
- Workflow:Apache Spark Standalone Cluster Deployment
- Workflow:MarketSquare Robotframework browser Plugin Development
- Workflow:ARISE Initiative Robomimic Trained Policy Evaluation
- Workflow:Apache Beam Local Pipeline Execution
- Workflow:ChenghaoMou Text dedup Bloom Filter Deduplication
- Workflow:Getgauge Taiko Gauge Integration Testing
- Workflow:NVIDIA NeMo Curator Video Curation Pipeline
- Workflow:Ollama Ollama OpenAI API Compatibility
Principles
- Principle:MaterializeInc Materialize Console Release Coordination
- Principle:Ggml org Llama cpp Model Acquisition
- Principle:Cleanlab Cleanlab CIFAR CNN Architecture
- Principle:Apache Paimon Indexed Split Result Retrieval
- Principle:Cohere ai Cohere python Tool Schema Definition
- Principle:Openai Openai python Embedding Input Preparation
- Principle:NVIDIA DALI Operator Schema Registration
- Principle:ARISE Initiative Robosuite Mobile Base Velocity Control
- Principle:Ollama Ollama Local Manifest Management
- Principle:Onnx Onnx Model Validation
Implementations
- Implementation:CrewAIInc CrewAI Crew Constructor
- Implementation:Speechbrain Speechbrain Prepare KsponSpeech Tokenizer
- Implementation:DataTalksClub Data engineering zoomcamp Dlt Loading Method Selection
- Implementation:OWASP Www project top 10 for large language model applications ReportTemplate Render
- Implementation:Openclaw Openclaw LoadOpenClawPlugins
- Implementation:Iterative Dvc Push Fetch
- Implementation:NVIDIA NeMo Aligner Train GPT KTO
- Implementation:LMCache LMCache XPU Connector
- Implementation:NVIDIA NeMo Curator Start Prometheus Grafana
- Implementation:Isaac sim IsaacGymEnvs PBT Mutation
Heuristics
- Heuristic:Testtimescaling Testtimescaling github io Skip CI Commit Tag
- Heuristic:Deepset ai Haystack Logging Auto Detection
- Heuristic:Huggingface Trl DeepSpeed ZeRO3 Generation Tradeoff
- Heuristic:Isaac sim IsaacGymEnvs Determinism Performance Tradeoff
- Heuristic:TA Lib Ta lib python Compatibility Mode Switching
- Heuristic:DataTalksClub Data engineering zoomcamp Dbt Materialization Strategy
- Heuristic:Apache Shardingsphere Worker ID Reservation Strategy
- Heuristic:Alibaba ROLL Dynamic Batching Token Limits
- Heuristic:Apache Airflow Task Idempotency Pattern
- Heuristic:Sdv dev SDV Sampling Retry Tuning
Environments
- Environment:Axolotl ai cloud Axolotl Python Runtime
- Environment:Bigscience workshop Petals CUDA Server
- Environment:FMInference FlexLLMGen NVMe Disk
- Environment:Rapidsai Cuml Python RAPIDS Stack
- Environment:SeldonIO Seldon core Python ML Dependencies Environment
- Environment:Huggingface Alignment handbook Python TRL
- Environment:Marker Inc Korea AutoRAG Korean NLP Dependencies
- Environment:Obss Sahi Python Detection Frameworks
- Environment:Infiniflow Ragflow Frontend Node Environment
- Environment:Sgl project Sglang Kubernetes