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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:Webdriverio Webdriverio Custom Plugin Development
- Workflow:Junyanz Pytorch CycleGAN and pix2pix Pretrained Inference
- Workflow:Zai org CogVideo Diffusers LoRA Finetuning
- Workflow:Apache Hudi Flink MOR Compaction
- Workflow:ARISE Initiative Robosuite Human Demonstration Collection
- Workflow:Deepseek ai Janus Rectified Flow Image Generation
- Workflow:Mlfoundations Open flamingo Distributed Training
- Workflow:Lucidrains X transformers Non Autoregressive Masked Generation
- Workflow:TobikoData Sqlmesh Environment management
- Workflow:Isaac sim IsaacGymEnvs Domain Randomization Training
Principles
- Principle:Mlc ai Web llm Web Worker Engine Proxy
- Principle:PrefectHQ Prefect CSV Data Loading
- Principle:PrefectHQ Prefect Flow Orchestration
- Principle:Deepset ai Haystack Context Relevance Evaluation
- Principle:Tencent Ncnn Vulkan GPU Detection
- Principle:Ollama Ollama Modelfile Format
- Principle:Run llama Llama index Finetuned Embedding Loading
- Principle:Confident ai Deepeval LLM Evaluation Metrics
- Principle:Triton inference server Server Stress Testing
- Principle:Ucbepic Docetl Evaluation Function Registration
Implementations
- Implementation:Lucidrains X transformers UniversalPretrainWrapper
- Implementation:Neuml Txtai IVFSparse ANN
- Implementation:Anthropics Anthropic sdk python ThinkingBlockParam Continuation
- Implementation:Apache Druid LookupEditDialog
- Implementation:Recommenders team Recommenders BaseModel Fit
- Implementation:DevExpress Testcafe Role TypeDefs
- Implementation:Google deepmind Dm control Locomotion Walkers
- Implementation:Langfuse Langfuse BatchExportRouter Create
- Implementation:Farama Foundation Gymnasium HopperEnv V5
- Implementation:Langgenius Dify UseAppStatistics
Heuristics
- Heuristic:FlagOpen FlagEmbedding Dynamic Batch Size Reduction
- Heuristic:OpenRLHF OpenRLHF Adam Offload Memory Tip
- Heuristic:Danijar Dreamerv3 Replay Context Carry Init
- Heuristic:SqueezeAILab ETS Lambda Similarity Scaling
- Heuristic:OWASP Www project top 10 for large language model applications Deliberately Insecure Code Isolation
- Heuristic:Openai Openai python Fine Tuning Data Preparation Tips
- Heuristic:Huggingface Datatrove Thundering Herd Prevention
- Heuristic:Astronomer Astronomer cosmos Memory Optimised Imports
- Heuristic:Confident ai Deepeval Secret Management Best Practices
- Heuristic:OpenGVLab InternVL Packed Training Buffer Management
Environments
- Environment:TobikoData Sqlmesh Web UI Stack
- Environment:Vllm project Vllm AWS ECR
- Environment:Pyro ppl Pyro Distributed Training
- Environment:Apache Shardingsphere Java Runtime Environment
- Environment:Promptfoo Promptfoo Python Runtime
- Environment:OWASP Www project top 10 for large language model applications GenAI Red Team Environment
- Environment:Isaac sim IsaacGymEnvs IsaacGym Preview 4
- Environment:ArroyoSystems Arroyo Kubernetes Deployment
- Environment:Axolotl ai cloud Axolotl Multi GPU
- Environment:HKUDS AI Trader API Credentials