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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:Volcengine Verl Data Preprocessing For RL
- Workflow:Google deepmind Mujoco Simulation benchmarking
- Workflow:Apache Druid Batch Data Ingestion
- Workflow:Speechbrain Speechbrain Speech Separation Training
- Workflow:Huggingface Trl Direct Preference Optimization
- Workflow:Marker Inc Korea AutoRAG RAG Pipeline Optimization
- Workflow:Datajuicer Data juicer Text Data Processing Pipeline
- Workflow:Trailofbits Fickling Pickle Safety Analysis
- Workflow:Apache Airflow DAG Authoring and Deployment
- Workflow:NVIDIA NeMo Aligner REINFORCE Training
Principles
- Principle:Facebookresearch Audiocraft Multi Scale Discrimination
- Principle:Wandb Weave Prompt Publishing
- Principle:Princeton nlp Tree of thought llm Naive Baseline Sampling
- Principle:Kserve Kserve Pipeline Validation
- Principle:Ray project Ray Application Deployment
- Principle:Kubeflow Pipelines Reusable Component Loading
- Principle:Cleanlab Cleanlab Multilabel Quality Scoring
- Principle:Alibaba ROLL RLVR Dataset Preparation
- Principle:AUTOMATIC1111 Stable diffusion webui Inpainting Pipeline
- Principle:SqueezeAILab ETS Result Collection
Implementations
- Implementation:Hpcaitech ColossalAI Math Competition Reward
- Implementation:Huggingface Datasets Dataset From Dict
- Implementation:Vibrantlabsai Ragas QuotedSpans
- Implementation:Protectai Llm guard Vault
- Implementation:ArroyoSystems Arroyo Kafka Source Tests
- Implementation:Online ml River Linear Model Perceptron
- Implementation:Microsoft DeepSpeedExamples BingBert Turing FocalLoss
- Implementation:Axolotl ai cloud Axolotl RunPod Config Template
- Implementation:Microsoft Semantic kernel ProcessFunctionTargetBuilder
- Implementation:Microsoft Playwright ChannelOwner
Heuristics
- Heuristic:TA Lib Ta lib python Compatibility Mode Switching
- Heuristic:Apache Paimon File Sizing and Split Planning
- Heuristic:Marker Inc Korea AutoRAG Deterministic Evaluation Generation
- Heuristic:Apache Dolphinscheduler Gzip Compression Threshold
- Heuristic:Duckdb Duckdb Sanitizer Configuration
- Heuristic:Teamcapybara Capybara Frozen Time Detection
- Heuristic:Microsoft Onnxruntime Memory Recomputation Optimization
- Heuristic:Princeton nlp Tree of thought llm Duplicate Candidate Zeroing
- Heuristic:Nautechsystems Nautilus trader Strategy On Start Initialization
- Heuristic:Speechbrain Speechbrain Nonfinite Loss Handling
Environments
- Environment:Diagram of thought Diagram of thought Graphviz
- Environment:Mbzuai oryx Awesome LLM Post training Git CLI
- Environment:Cohere ai Cohere python Cohere API Credentials
- Environment:Huggingface Trl PEFT LoRA Environment
- Environment:Iterative Dvc Remote Storage Backends
- Environment:Huggingface Alignment handbook Python Transformers
- Environment:Huggingface Alignment handbook Python Datasets
- Environment:DataExpert io Data engineer handbook Statsig API Environment
- Environment:Kubeflow Pipelines Kubernetes Cluster
- Environment:Obss Sahi Python Detection Frameworks