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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:Ollama Ollama Model Pull And Run
- Workflow:Intel Ipex llm Pipeline Parallel Inference
- Workflow:Elevenlabs Elevenlabs python Text to Speech Generation
- Workflow:Unslothai Unsloth Model Export And Deployment
- Workflow:Pyro ppl Pyro VAE Training
- Workflow:Kubeflow Pipelines Pipeline Control Flow
- Workflow:NVIDIA TransformerEngine FSDP Distributed Training
- Workflow:SqueezeAILab ETS Answer Evaluation Pipeline
- Workflow:Teamcapybara Capybara Custom Selector Definition
- Workflow:Mbzuai oryx Awesome LLM Post training Awesome List Curation
Principles
- Principle:Datahub project Datahub Protobuf Compilation
- Principle:Apache Flink File Sink Builder Configuration
- Principle:Alibaba MNN Source Model Preparation
- Principle:Scikit learn Scikit learn Classification Prediction
- Principle:Teamcapybara Capybara Expression Filtering
- Principle:Ollama Ollama GGUF Model Conversion GlmOcr
- Principle:Fede1024 Rust rdkafka Manual Offset Management
- Principle:Lucidrains X transformers Universal Pretraining
- Principle:Deepspeedai DeepSpeed Inference Model Loading
- Principle:Datahub project Datahub Lineage Emission
Implementations
- Implementation:Puppeteer Puppeteer Bidi Core Realm
- Implementation:ThreeSR Awesome Inference Time Scaling GitHub Pull Request
- Implementation:Cohere ai Cohere python RequestOptions
- Implementation:Openai Openai python File Create Params
- Implementation:OpenRLHF OpenRLHF Iterative dpo processor
- Implementation:Lance format Lance Commit Compaction
- Implementation:ARISE Initiative Robosuite GripperController Base
- Implementation:Risingwavelabs Risingwave Docker Compose Lakekeeper
- Implementation:CrewAIInc CrewAI Bedrock Browser Session Manager
- Implementation:Interpretml Interpret Powerlift RunTrials
Heuristics
- Heuristic:Truera Trulens Rate Limiting And Retry Strategy
- Heuristic:Deepspeedai DeepSpeed FP16 Convergence Tips
- Heuristic:Huggingface Open r1 Test Batch Early Termination
- Heuristic:TobikoData Sqlmesh Snapshot TTL Defaults
- Heuristic:Sail sg LongSpec Tree Shape Configuration
- Heuristic:Mlflow Mlflow Batch Logging Size Limits
- Heuristic:Openai CLIP Template Ensemble For Zero Shot
- Heuristic:Rapidsai Cuml GPU Cache Alignment
- Heuristic:Predibase Lorax CUDA Graph Batch Size Caching
- Heuristic:Norrrrrrr lyn WAInjectBench LoRA Rank Alpha Selection
Environments
- Environment:Tencent Ncnn PyTorch Environment
- Environment:Huggingface Alignment handbook Python PEFT
- Environment:PacktPublishing LLM Engineers Handbook Docker MongoDB Qdrant Infrastructure
- Environment:NVIDIA NeMo Curator Python Linux Base
- Environment:Huggingface Datatrove S3 Storage Environment
- Environment:Pytorch Serve vLLM Engine Environment
- Environment:Openai Openai agents python LiteLLM Dependencies
- Environment:Langfuse Langfuse Node 24 Runtime
- Environment:Huggingface Transformers PEFT Adapter Env
- Environment:Mlfoundations Open flamingo HuggingFace Open CLIP Dependencies