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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:Speechbrain Speechbrain Speaker Embedding Training
- Workflow:OpenRLHF OpenRLHF Math Reasoning Training
- Workflow:Heibaiying BigData Notes Hadoop MapReduce Word Count
- Workflow:Apache Druid SQL Based Data Ingestion
- Workflow:Huggingface Optimum Automatic Tensor Parallelization
- Workflow:Volcengine Verl Data Preprocessing For RL
- Workflow:Recommenders team Recommenders Neural Collaborative Filtering
- Workflow:NVIDIA TransformerEngine Comm GEMM Overlap Training
- Workflow:Groq Groq python Text To Speech
- Workflow:Pola rs Polars Streaming Large Dataset Processing
Principles
- Principle:Online ml River Bandit Evaluation
- Principle:Microsoft DeepSpeedExamples DeepSpeed MoE Training
- Principle:Snorkel team Snorkel Labeling Function Analysis
- Principle:Mit han lab Llm awq Weight Clipping Optimization
- Principle:Allenai Open instruct SFT Dataset Preparation
- Principle:Avhz RustQuant Option Greeks
- Principle:Apache Hudi Docker Prerequisites Check
- Principle:Togethercomputer Together python Client Initialization
- Principle:Speechbrain Speechbrain Speaker Feature Pipeline
- Principle:Webdriverio Webdriverio Performance Optimization
Implementations
- Implementation:NVIDIA NeMo Curator TaskPerfUtils
- Implementation:Apache Kafka Connect Standalone Script
- Implementation:MarketSquare Robotframework browser Browser Init
- Implementation:OWASP Www project top 10 for large language model applications SupplementalTranslator Translate
- Implementation:OpenHands OpenHands OrgService Validate Name Uniqueness
- Implementation:Neuml Txtai HFModel
- Implementation:Apache Paimon Path
- Implementation:Avhz RustQuant PowerOption
- Implementation:Scikit learn Scikit learn GeneralizedLinearRegressor
- Implementation:Scikit learn Scikit learn EnableIterativeImputer
Heuristics
- Heuristic:Datahub project Datahub Secret Handling And Deprecation Patterns
- Heuristic:Huggingface Alignment handbook Global Batch Size Scaling
- Heuristic:MarketSquare Robotframework browser MacOS Sonoma Startup Delay
- Heuristic:Princeton nlp SimPO Hyperparameter Tuning
- Heuristic:NVIDIA NeMo Aligner Higher Stability Log Probs
- Heuristic:Microsoft BIPIA BF16 Compute Capability Check
- Heuristic:FlowiseAI Flowise Tool Ordering Convention
- Heuristic:Haosulab ManiSkill GPU Memory Buffer Tuning
- Heuristic:Langgenius Dify Token Refresh Loop Prevention
- Heuristic:Apache Druid Sampler Limitations And Workarounds
Environments
- Environment:NVIDIA DALI CUDA GPU Environment
- Environment:Snorkel team Snorkel PyTorch
- Environment:Vllm project Vllm Intel XPU
- Environment:Microsoft Agent framework API Credentials
- Environment:Risingwavelabs Risingwave Rust Build Environment
- Environment:FlagOpen FlagEmbedding Finetuning Environment
- Environment:Microsoft BIPIA Python CUDA GPU Environment
- Environment:Cypress io Cypress Node Runtime Environment
- Environment:Unstructured IO Unstructured Profiling Tools
- Environment:Mlflow Mlflow MLflow Server Environment