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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:Cohere ai Cohere python Semantic Search With Rerank
- Workflow:NVIDIA NeMo Curator Video Curation Pipeline
- Workflow:Apache Shardingsphere Dynamic Rule Configuration Change
- Workflow:Neuml Txtai Workflow Orchestration
- Workflow:OWASP Www project top 10 for large language model applications GenAI Red Team Testing
- Workflow:EvolvingLMMs Lab Lmms eval Custom Task Creation
- Workflow:EvolvingLMMs Lab Lmms eval Server Mode Evaluation
- Workflow:Interpretml Interpret EBM Model Export
- Workflow:Huggingface Peft QLoRA SFT Finetuning
- Workflow:Bentoml BentoML Multi Model Composition
Principles
- Principle:MaterializeInc Materialize Workload Replay
- Principle:FlowiseAI Flowise Route Configuration
- Principle:Eventual Inc Daft Class UDF
- Principle:Ggml org Llama cpp ModelArchitecture
- Principle:Anthropics Anthropic sdk python Token Counting And Batching
- Principle:Google deepmind Mujoco Object Name Lookup
- Principle:Facebookresearch Habitat lab Low level Skill Training
- Principle:LMCache LMCache Disaggregated Proxy Routing
- Principle:Confident ai Deepeval Assertion Based Evaluation
- Principle:Google deepmind Mujoco MJX Benchmarking
Implementations
- Implementation:Spcl Graph of thoughts Prompter ABC
- Implementation:Datahub project Datahub EntityClient Upsert
- Implementation:Openai Openai node ChatCompletionStream Class
- Implementation:Online ml River Preprocessing TargetScalers
- Implementation:ArroyoSystems Arroyo Webhook Connector
- Implementation:Ggml org Llama cpp Jinja Lexer
- Implementation:NVIDIA NeMo Curator DocumentJoiner
- Implementation:Facebookresearch Habitat lab AverageHelper
- Implementation:OpenGVLab InternVL Segmentation Train
- Implementation:Mit han lab Llm awq QuantSiglipEncoder
Heuristics
- Heuristic:SeleniumHQ Selenium FindElements For Absence Check
- Heuristic:AnswerDotAI RAGatouille Collection Size Index Tuning
- Heuristic:Sdv dev SDV Gaussian KDE Incompatibility
- Heuristic:ChenghaoMou Text dedup Mersenne Prime Backward Compatibility
- Heuristic:Openai Whisper No Speech Detection
- Heuristic:ContextualAI HALOs LoRA Merge At Save
- Heuristic:LLMBook zh LLMBook zh github io Reward Model LM Regularization
- Heuristic:Apache Airflow Memory Management Tips
- Heuristic:Nautechsystems Nautilus trader Cache Buffer Interval Tuning
- Heuristic:Huggingface Diffusers Memory Offloading Strategy
Environments
- Environment:FlowiseAI Flowise Database Environment
- Environment:Vibrantlabsai Ragas Optional NLP Metrics Environment
- Environment:Explodinggradients Ragas LLM Provider Environment
- Environment:Haifengl Smile Java 25 Runtime
- Environment:Openai Openai node WebSocket Dependency
- Environment:Huggingface Trl vLLM Generation Environment
- Environment:NVIDIA DALI CUDA GPU Environment
- Environment:Alibaba MNN GPU CUDA Environment
- Environment:Ray project Ray Docker GPU Environment
- Environment:Dagster io Dagster DAGSTER HOME Configuration