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Total Pages
1,118
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:Langfuse Langfuse Trace ingestion pipeline
- Workflow:Explodinggradients Ragas Test Data Generation
- Workflow:Pyro ppl Pyro MCMC Inference
- Workflow:Bentoml BentoML Multi Model Composition
- Workflow:Pytorch Serve Large Model Inference
- Workflow:Microsoft LoRA LoRA Integration
- Workflow:Arize ai Phoenix Prompt Management Pipeline
- Workflow:ContextualAI HALOs Online Iterative Alignment
- Workflow:Apache Beam Local Pipeline Execution
- Workflow:Guardrails ai Guardrails Custom Validator Development
Principles
- Principle:Huggingface Alignment handbook Supervised Finetuning
- Principle:Google deepmind Dm control Terrain Arena Building
- Principle:FlagOpen FlagEmbedding Hard Negative Mining
- Principle:Google deepmind Mujoco Binary Model Loading
- Principle:Spcl Graph of thoughts Thought Generation
- Principle:Togethercomputer Together python Model Listing
- Principle:Apache Druid Data Parsing
- Principle:Mlfoundations Open flamingo Distributed Result Aggregation
- Principle:Apache Flink Locality Aware Split Assignment
- Principle:Bentoml BentoML Service Architecture Design
Implementations
- Implementation:Truera Trulens Leaderboard Tab
- Implementation:FMInference FlexLLMGen DeepSpeed Replace Policy
- Implementation:Huggingface Optimum TasksManager Determine Framework
- Implementation:Turboderp org Exllamav2 ExLlamaV2TokenizerHF
- Implementation:Apache Paimon ExpireConfig
- Implementation:Tensorflow Serving Batching CLI Configuration
- Implementation:Haifengl Smile SVD EVD Results
- Implementation:Microsoft Autogen UserProxyAgent
- Implementation:Neuml Txtai PgSparse ANN
- Implementation:Sgl project Sglang Sgl Kernel Init
Heuristics
- Heuristic:Danijar Dreamerv3 Free Nats KL Thresholding
- Heuristic:Microsoft Onnxruntime Graph Optimization Level Selection
- Heuristic:Apache Flink Hadoop Thread Safety Mutexes
- Heuristic:Alibaba MNN LLM Runtime Tuning
- Heuristic:ChenghaoMou Text dedup Fingerprint Batch Size One
- Heuristic:Infiniflow Ragflow Citation Threshold Decay
- Heuristic:OpenGVLab InternVL Loss Reduction Strategy
- Heuristic:Groq Groq python Retry Backoff Strategy
- Heuristic:Bentoml BentoML Thread Env Vars Setting
- Heuristic:Datahub project Datahub Venv Copies Mode
Environments
- Environment:Eventual Inc Daft Ray Distributed Runner
- Environment:Helicone Helicone Node 20 TypeScript Runtime
- Environment:ARISE Initiative Robosuite GPU Rendering
- Environment:Googleapis Python genai Gemini API Key Authentication
- Environment:Huggingface Peft Python Core Dependencies
- Environment:Triton inference server Server GPU CUDA Runtime
- Environment:Huggingface Trl DeepSpeed Environment
- Environment:Elevenlabs Elevenlabs python Python Websockets
- Environment:Iterative Dvc Git SCM Environment
- Environment:ARISE Initiative Robomimic Robosuite Simulation Backend