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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:ARISE Initiative Robomimic Dataset Preparation Pipeline
- Workflow:Openclaw Openclaw Multi Agent Routing
- Workflow:DistrictDataLabs Yellowbrick Classification Model Evaluation
- Workflow:Datahub project Datahub Java SDK V2 Entity Management
- Workflow:PacktPublishing LLM Engineers Handbook LLM Finetuning
- Workflow:Hiyouga LLaMA Factory Model Inference and Serving
- Workflow:Apache Shardingsphere Metadata DDL Refresh
- Workflow:Trailofbits Fickling Safe ML Model Loading
- Workflow:Run llama Llama index Data Ingestion Pipeline
- Workflow:Evidentlyai Evidently Text Data Quality Evaluation
Principles
- Principle:NVIDIA NeMo Curator Aesthetic Quality Filtering
- Principle:Zai org CogVideo Video Reconstruction Loss
- Principle:Recommenders team Recommenders News Hyperparameter Configuration
- Principle:OpenGVLab InternVL VQA Accuracy Scoring
- Principle:OWASP Www project top 10 for large language model applications Manual Adversarial Testing
- Principle:Zai org CogVideo Checkpointing and Validation
- Principle:Roboflow Rf detr Training Configuration
- Principle:Mit han lab Llm awq W8A8 Vision Encoder Quantization
- Principle:OWASP Www project top 10 for large language model applications Entry Publication
- Principle:Deepset ai Haystack Chat Prompt Templating
Implementations
- Implementation:Webdriverio Webdriverio StartWebDriver
- Implementation:Fastai Fastbook Feature Importances
- Implementation:Apache Flink FutureCompletingBlockingQueue
- Implementation:Explodinggradients Ragas Griptape Integration
- Implementation:MarketSquare Robotframework browser Crawling Keywords
- Implementation:Avdvg InjectGuard HuggingFaceEmbeddings Init
- Implementation:Tensorflow Serving caching manager h
- Implementation:Lance format Lance BlobEncoding
- Implementation:Microsoft Autogen GraphFlow Init
- Implementation:Avhz RustQuant CIR Process
Heuristics
- Heuristic:AUTOMATIC1111 Stable diffusion webui NaN Detection And Precision Fixes
- Heuristic:Lm sys FastChat Conversation Splitting Token Buffer
- Heuristic:Unslothai Unsloth GGUF Quantization Selection
- Heuristic:Obss Sahi Match Threshold Tuning
- Heuristic:ContextualAI HALOs Reference Logprob Caching
- Heuristic:Sail sg LongSpec Tree Shape Configuration
- Heuristic:Interpretml Interpret Categorical Float Conversion Gotcha
- Heuristic:Online ml River HST Feature Scaling Requirement
- Heuristic:Alibaba ROLL Gradient Checkpointing Recomputation
- Heuristic:Mage ai Mage ai Batch Size Tuning
Environments
- Environment:VainF Torch Pruning CUDA GPU Benchmarking
- Environment:Microsoft DeepSpeedExamples RLHF Training Environment
- Environment:Lm sys FastChat LoRA QLoRA Training Environment
- Environment:OWASP Www project top 10 for large language model applications GenAI Red Team Environment
- Environment:Tensorflow Tfjs Node Native Runtime
- Environment:Ggml org Llama cpp Metal GPU Environment
- Environment:Apache Shardingsphere Java Runtime Environment
- Environment:ThreeSR Awesome Inference Time Scaling Python Runtime Environment
- Environment:Alibaba ROLL vLLM Inference Environment
- Environment:ClickHouse ClickHouse Python3 Test Environment