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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:Microsoft BIPIA White Box Defense Finetuning
- Workflow:ARISE Initiative Robomimic Dataset Preparation Pipeline
- Workflow:OpenGVLab InternVL Supervised Finetuning
- Workflow:Google deepmind Mujoco Offscreen video recording
- Workflow:Hpcaitech ColossalAI Model Evaluation
- Workflow:Rapidsai Cuml Multi GPU Distributed ML
- Workflow:Openai Openai agents python Human In The Loop Approval
- Workflow:Tensorflow Serving Model Export And Serving
- Workflow:Tencent Ncnn Object Detection Inference
- Workflow:Apache Dolphinscheduler Datasource Connection Management
Principles
- Principle:Microsoft DeepSpeedExamples RLHF Data Preparation
- Principle:Openai Openai python Response Processing
- Principle:FlagOpen FlagEmbedding Long Video Understanding Evaluation
- Principle:Princeton nlp SimPO Chat Template Application
- Principle:SqueezeAILab ETS Dependency Installation
- Principle:Apache Dolphinscheduler RPC Server Handler
- Principle:Liu00222 Open Prompt Injection Application Assembly
- Principle:Huggingface Transformers Quantized Model Loading
- Principle:Langgenius Dify CSP Policy
- Principle:Webdriverio Webdriverio Test Context Tracking
Implementations
- Implementation:Apache Paimon DataTypeFamily
- Implementation:LMCache LMCache CacheGen Encoder
- Implementation:Langgenius Dify Use Share
- Implementation:Huggingface Datasets IterableDataset Map
- Implementation:Cypress io Cypress OTLPTraceExporter
- Implementation:Tencent Ncnn SimpleOCV
- Implementation:Tensorflow Serving servable state h
- Implementation:Triton inference server Server OrcaHTTP
- Implementation:Triton inference server Server L0 Vertex Ai Test
- Implementation:SeldonIO Seldon core Hodometer Metrics
Heuristics
- Heuristic:OpenBMB UltraFeedback Position Bias Mitigation
- Heuristic:Princeton nlp Tree of thought llm Functools Partial Model Binding
- Heuristic:Mage ai Mage ai Sorted Data Bookmark Strategy
- Heuristic:Isaac sim IsaacGymEnvs DR Setup Only Flag
- Heuristic:Deepseek ai Janus CFG Weight Tuning
- Heuristic:OpenBMB UltraFeedback Score Parsing Robustness
- Heuristic:Axolotl ai cloud Axolotl Sample Packing Best Practices
- Heuristic:Guardrails ai Guardrails Sentence Tokenizer Optimization
- Heuristic:Lucidrains X transformers Sampling Temperature Strategy
- Heuristic:OpenGVLab InternVL Gradient Checkpointing Memory
Environments
- Environment:Ggml org Ggml Python Tooling Environment
- Environment:PacktPublishing LLM Engineers Handbook Unsloth Finetuning Environment
- Environment:Spcl Graph of thoughts Python 3 8 Runtime
- Environment:FlowiseAI Flowise Queue Mode Environment
- Environment:Puppeteer Puppeteer Cross Platform Browser Environment
- Environment:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Python Environment
- Environment:Recommenders team Recommenders GPU CUDA Environment
- Environment:Isaac sim IsaacGymEnvs Pip Dependencies
- Environment:Nightwatchjs Nightwatch BrowserStack Cloud
- Environment:InternLM Lmdeploy CUDA GPU Runtime