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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:Avhz RustQuant Monte Carlo Option Pricing
- Workflow:Confident ai Deepeval Synthetic Dataset Generation
- Workflow:Astronomer Astronomer cosmos TaskGroup dbt integration
- Workflow:Infiniflow Ragflow Knowledge Base Document Ingestion
- Workflow:Nightwatchjs Nightwatch Programmatic API Usage
- Workflow:OpenRLHF OpenRLHF SFT Training
- Workflow:ARISE Initiative Robomimic Hyperparameter Sweep
- Workflow:Microsoft Semantic kernel Agent Conversation And Orchestration
- Workflow:MaterializeInc Materialize Release Process
- Workflow:Google research Deduplicate text datasets Single file deduplication
Principles
- Principle:Sail sg LongSpec Website UI Components
- Principle:Vespa engine Vespa Log Rotation and Special Handling
- Principle:AnswerDotAI RAGatouille Index Update
- Principle:Microsoft BIPIA Tokenizer And Model Preparation
- Principle:MaterializeInc Materialize Cluster and Index Configuration
- Principle:Vespa engine Vespa Control File Initialization
- Principle:Hiyouga LLaMA Factory Muon Optimization
- Principle:Groq Groq python Speech Generation
- Principle:AUTOMATIC1111 Stable diffusion webui Sampling Architecture
- Principle:Ray project Ray Serve Control Plane Initialization
Implementations
- Implementation:FlowiseAI Flowise ChatFeedback
- Implementation:Tensorflow Serving Batching CLI Configuration
- Implementation:Mage ai Mage ai Google Analytics Source
- Implementation:ArroyoSystems Arroyo Local Run
- Implementation:Huggingface Transformers All Reduce Grads
- Implementation:Google deepmind Dm control Viewer Launch For Locomotion
- Implementation:Google deepmind Dm control Viewer User Input
- Implementation:Treeverse LakeFS ImportStart
- Implementation:ArroyoSystems Arroyo Validate Query
- Implementation:ArroyoSystems Arroyo Iceberg Schema
Heuristics
- Heuristic:PacktPublishing LLM Engineers Handbook LoRA Finetuning Parameters
- Heuristic:Facebookresearch Audiocraft Chroma Conditioning Cache Requirement
- Heuristic:Huggingface Optimum Version Conditional Behavior
- Heuristic:Openai CLIP Class Name Curation
- Heuristic:TobikoData Sqlmesh Fork Worker Tuning
- Heuristic:Ggml org Llama cpp GPU Layer Offloading Verification
- Heuristic:Openai Openai python Warning Deprecated Legacy Response
- Heuristic:Spcl Graph of thoughts GoT Decompose Sort Merge Strategy
- Heuristic:Princeton nlp SimPO BOS Token Handling
- Heuristic:Apache Flink False Positive Availability Optimization
Environments
- Environment:Sgl project Sglang CUDA Runtime
- Environment:NVIDIA DALI PyTorch Environment
- Environment:Infiniflow Ragflow Python Runtime
- Environment:Vllm project Vllm CUDA
- Environment:Wandb Weave Python SDK Runtime
- Environment:Apache Airflow Database Backend Environment
- Environment:PrefectHQ Prefect Prefect Server Database
- Environment:Kserve Kserve Kubernetes Cluster
- Environment:Lakeraai Pint benchmark Python 310 With Pandas
- Environment:Facebookresearch Habitat lab HITL Runtime Environment