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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:Onnx Onnx External Data Handling
- Workflow:Mistralai Client python Function Calling
- Workflow:Pola rs Polars Streaming Large Dataset Processing
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestNode
- Workflow:Zai org CogVideo Diffusers Text to Video Inference
- Workflow:PacktPublishing LLM Engineers Handbook LLM Finetuning
- Workflow:Roboflow Rf detr Object Detection Inference
- Workflow:Risingwavelabs Risingwave Iceberg Lakehouse Ingestion
- Workflow:Cleanlab Cleanlab Datalab Dataset Audit
- Workflow:MarketSquare Robotframework browser Installation and Setup
Principles
- Principle:Huggingface Datasets Extension Module Mapping
- Principle:Apache Flink Locality Aware Split Assignment
- Principle:Lance format Lance Compaction Planning
- Principle:CrewAIInc CrewAI Knowledge Attachment
- Principle:TobikoData Sqlmesh Backfill Strategy Selection
- Principle:SqueezeAILab ETS Policy Model Serving
- Principle:Microsoft Onnxruntime Inference Execution
- Principle:Turboderp org Exllamav2 Image Embedding Extraction
- Principle:OpenRLHF OpenRLHF Agent Based Rollout Collection
- Principle:Pytorch Serve Model Archiving
Implementations
- Implementation:TobikoData Sqlmesh EdgeWithGradient
- Implementation:TA Lib Ta lib python Stream Function API
- Implementation:Microsoft DeepSpeedExamples GLUE Classifier BERT Base
- Implementation:Kornia Kornia Median Filter
- Implementation:Openai Openai python Response Image Gen Call Completed
- Implementation:FlagOpen FlagEmbedding VideoChat2 Choice Bench
- Implementation:Pyro ppl Pyro SV DKL
- Implementation:Obss Sahi COCO Classes
- Implementation:Isaac sim IsaacGymEnvs Launch Rlg Hydra Inference
- Implementation:Cohere ai Cohere python V2Client Chat Stream
Heuristics
- Heuristic:Infiniflow Ragflow Hybrid Search Fallback Strategy
- Heuristic:Ollama Ollama VRAM Recovery And Scheduling
- Heuristic:Datahub project Datahub Emitter Selection Strategy
- Heuristic:Haifengl Smile Quarkus Async Context Handling
- Heuristic:SeldonIO Seldon core Tracing Latency Tip
- Heuristic:Openai Evals Model Graded Eval Design
- Heuristic:Gretelai Gretel synthetics Batch Size Divisibility Constraints
- Heuristic:Microsoft Agent framework Declaration Only Tools Pattern
- Heuristic:Fastai Fastbook Mixup Data Augmentation
- Heuristic:Unslothai Unsloth Merge Memory Management
Environments
- Environment:Kserve Kserve GPU Accelerator
- Environment:Online ml River Python Runtime Environment
- Environment:Huggingface Datatrove S3 Storage Environment
- Environment:Deepspeedai DeepSpeed NVMe Environment
- Environment:OpenRLHF OpenRLHF Ray Distributed Environment
- Environment:Apache Spark Kubernetes Runtime
- Environment:Volcengine Verl Python Core Dependencies
- Environment:Mage ai Mage ai Python 3 9 Runtime
- Environment:Microsoft Autogen LLM Provider API Keys
- Environment:NVIDIA DALI CUDA GPU Environment