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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:Togethercomputer Together python Embeddings And Reranking
- Workflow:LaurentMazare Tch rs Pretrained Image Classification
- Workflow:Togethercomputer Together python Fine Tuning
- Workflow:Huggingface Open r1 Dataset Pass Rate Filtering
- Workflow:SeldonIO Seldon core Model Deployment
- Workflow:Datajuicer Data juicer LLM Powered Data Generation
- Workflow:Obss Sahi COCO Dataset Slicing
- Workflow:Interpretml Interpret EBM Training And Prediction
- Workflow:Huggingface Open r1 Model Evaluation
- Workflow:Heibaiying BigData Notes Kafka Producer Consumer Pipeline
Principles
- Principle:Online ml River Online Recommendation
- Principle:Explodinggradients Ragas Prompt Persistence
- Principle:Ucbepic Docetl Chunk Processing
- Principle:Ollama Ollama ModelCreation
- Principle:Fastai Fastbook Collab Data Loading
- Principle:NVIDIA NeMo Aligner DPO Sequence Packing
- Principle:Datajuicer Data juicer Distributed Dependency Setup
- Principle:Apache Flink File Source Builder Configuration
- Principle:Ucbepic Docetl LLM Powered Text Extraction
- Principle:Hiyouga LLaMA Factory Reward Modeling
Implementations
- Implementation:Zai org CogVideo EMAVectorQuantizer
- Implementation:Langgenius Dify Web Entrypoint
- Implementation:Ggml org Llama cpp Check NMSE
- Implementation:Langgenius Dify ORPC Client
- Implementation:Haosulab ManiSkill Evaluate Dense Reward
- Implementation:Getgauge Taiko Gauge Init
- Implementation:Apache Airflow SchedulerJobRunner Loop
- Implementation:Lance format Lance Java DatasetDeltaBuilder
- Implementation:HKUDS AI Trader Jina Search Tool
- Implementation:Interpretml Interpret CutWinsorized
Heuristics
- Heuristic:Intel Ipex llm Use Cache Training Vs Inference
- Heuristic:Allenai Open instruct GPU Memory Utilization
- Heuristic:OpenBMB UltraFeedback API Retry Strategy
- Heuristic:Mistralai Client python Retry Backoff Strategy
- Heuristic:OpenGVLab InternVL LoRA Alpha Scaling
- Heuristic:Scikit learn Scikit learn Convergence Warning Handling
- Heuristic:Roboflow Rf detr Batch Size Memory Tradeoff
- Heuristic:OpenRLHF OpenRLHF Gradient Checkpointing Memory Tip
- Heuristic:Apache Paimon Vector Index Configuration Tips
- Heuristic:Nautechsystems Nautilus trader Inflight Order Check Threshold
Environments
- Environment:VainF Torch Pruning PyTorch Python Core
- Environment:Speechbrain Speechbrain HuggingFace Transformers
- Environment:Kubeflow Kubeflow Kubernetes Cluster Environment
- Environment:Mbzuai oryx Awesome LLM Post training Python Requests
- Environment:Tensorflow Serving Python Client Environment
- Environment:FlowiseAI Flowise Node Runtime Environment
- Environment:Huggingface Optimum GPTQ Quantization Environment
- Environment:Microsoft Agent framework Core Package Dependencies
- Environment:Haifengl Smile Java 25 Runtime
- Environment:Nautechsystems Nautilus trader Binance API Credentials