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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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|---|---|---|
| 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:Huggingface Optimum GPTQ Quantization
- Workflow:Kserve Kserve Multi Model Serving
- Workflow:Neuml Txtai Semantic Search
- Workflow:Nautechsystems Nautilus trader Data loading and cataloging
- Workflow:Apache Kafka Release Candidate Staging
- Workflow:NVIDIA NeMo Aligner DPO Training
- Workflow:Bentoml BentoML Model Store Management
- Workflow:PacktPublishing LLM Engineers Handbook Feature Engineering
- Workflow:Elevenlabs Elevenlabs python Conversational AI Agent
- Workflow:ARISE Initiative Robomimic Training Policy From Demonstrations
Principles
- Principle:Run llama Llama index Docstore Deduplication
- Principle:PacktPublishing LLM Engineers Handbook Crawler Dispatch
- Principle:Ggml org Llama cpp Model Loading
- Principle:Huggingface Datasets Pandas Dataset Building
- Principle:Norrrrrrr lyn WAInjectBench Ensemble Aggregation Text
- Principle:Microsoft Agent framework Magentic Orchestration Pattern
- Principle:Nightwatchjs Nightwatch Cucumber Runner Configuration
- Principle:Ray project Ray Object Store Retrieval
- Principle:Mage ai Mage ai Record Validation and Batching
- Principle:OpenGVLab InternVL Distributed Evaluation
Implementations
- Implementation:Apache Druid ExecutionErrorPane
- Implementation:Openai Openai python Shared Compound Filter
- Implementation:Microsoft DeepSpeedExamples LossTracker AverageMeter Accuracy
- Implementation:Neuml Txtai HFTrainer Model
- Implementation:Microsoft DeepSpeedExamples DeepSpeed Initialize CIFAR
- Implementation:Microsoft DeepSpeedExamples Add Argument CIFAR
- Implementation:Langchain ai Langgraph RemoteGraph Init
- Implementation:SeldonIO Seldon core Seldon Experiment Start
- Implementation:Infiniflow Ragflow UserCanvasService Save
- Implementation:Vibrantlabsai Ragas StringMetricsV2
Heuristics
- Heuristic:Ggml org Llama cpp GPU Layer Offloading Verification
- Heuristic:Princeton nlp SimPO Concatenated Forward Pass
- Heuristic:Apache Airflow Scheduler Performance Tuning
- Heuristic:Huggingface Trl QLoRA BF16 Adapter Casting
- Heuristic:Microsoft BIPIA OpenAI Rate Limit Retry
- Heuristic:AUTOMATIC1111 Stable diffusion webui NaN Detection And Precision Fixes
- Heuristic:Huggingface Datasets Shuffle Buffer Sizing
- Heuristic:Deepspeedai DeepSpeed Vocabulary Tensor Core Alignment
- Heuristic:Scikit learn contrib Imbalanced learn Sparse Matrix Handling
- Heuristic:Microsoft Agent framework PowerFx Python Version Limit
Environments
- Environment:Microsoft DeepSpeedExamples VisualChat Training Environment
- Environment:Huggingface Alignment handbook Python TRL
- Environment:Vllm project Vllm Python
- Environment:Google deepmind Dm control EGL Headless Rendering
- Environment:OpenHands OpenHands Integration Credentials
- Environment:Eventual Inc Daft AI Provider Dependencies
- Environment:Neuml Txtai Python Core Environment
- Environment:SeleniumHQ Selenium Contributor Development Environment
- Environment:Huggingface Alignment handbook Evaluation Tools
- Environment:Apache Beam Dataflow Streaming Runtime