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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 |
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| 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:Openai Openai python Embeddings Generation
- Workflow:Intel Ipex llm LoRA Finetuning
- Workflow:Helicone Helicone LLM Response Normalization
- Workflow:Spcl Graph of thoughts GoT Document Merging Pipeline
- Workflow:Liu00222 Open Prompt Injection Prompt Injection Experiment
- Workflow:Lance format Lance Version Management
- Workflow:Puppeteer Puppeteer Request Interception
- Workflow:Ucbepic Docetl Long Document Chunking
- Workflow:Microsoft Autogen Tool Augmented Agent
- Workflow:PacktPublishing LLM Engineers Handbook Dataset Generation
Principles
- Principle:Scikit learn Scikit learn Regression Metrics
- Principle:Zai org CogVideo Learned Perceptual Similarity
- Principle:Langgenius Dify Zustand State Management
- Principle:Nautechsystems Nautilus trader Risk Management
- Principle:Scikit learn contrib Imbalanced learn Cluster Based Oversampling
- Principle:AUTOMATIC1111 Stable diffusion webui Component Reuse
- Principle:Ggml org Llama cpp Chat Template Application
- Principle:Huggingface Diffusers Denoising Loop
- Principle:DevExpress Testcafe CLI Entry Points
- Principle:Dagster io Dagster External API Orchestration
Implementations
- Implementation:NVIDIA TransformerEngine Ops BasicLinear
- Implementation:Haosulab ManiSkill PullCubeTool
- Implementation:CrewAIInc CrewAI Jina Scrape Tool
- Implementation:Farama Foundation Gymnasium Env Step Reset
- Implementation:CarperAI Trlx GPTRewardModel
- Implementation:EvolvingLMMs Lab Lmms eval Context Samplers
- Implementation:Vespa engine Vespa Predicate Search Core ABI Spec
- Implementation:Helicone Helicone BuildRouter
- Implementation:Alibaba ROLL RLVRConfig
- Implementation:NVIDIA DALI Wds2idx
Heuristics
- Heuristic:MaterializeInc Materialize Dbt Transaction Disable
- Heuristic:Langgenius Dify API Token Single Flight Caching
- Heuristic:PeterL1n BackgroundMattingV2 Training Batch Size And Resolution
- Heuristic:ARISE Initiative Robomimic Video Recording Optimization
- Heuristic:TA Lib Ta lib python Compatibility Mode Switching
- Heuristic:Princeton nlp SimPO Dropout Disabling
- Heuristic:Openai Openai agents python Tool Choice Reset Prevents Loops
- Heuristic:Confident ai Deepeval Dotenv Loading Order
- Heuristic:Kubeflow Kubeflow Kustomize Build Pipe Apply Pattern
- Heuristic:OpenGVLab InternVL Loss Reduction Strategy
Environments
- Environment:PacktPublishing LLM Engineers Handbook Docker MongoDB Qdrant Infrastructure
- Environment:FMInference FlexLLMGen CUDA GPU
- Environment:Google deepmind Mujoco MJX JAX Environment
- Environment:Huggingface Datatrove IO Dependencies
- Environment:Openai Evals Optional Provider APIs
- Environment:Recommenders team Recommenders Spark Environment
- Environment:Spotify Luigi Tornado Web Server
- Environment:Fastai Fastbook NLP SpaCy Environment
- Environment:Ucbepic Docetl Frontend Node Environment
- Environment:Diagram of thought Diagram of thought LLM API