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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:Fastai Fastbook Collaborative Filtering
- Workflow:DataTalksClub Data engineering zoomcamp dbt Analytics Transformation
- Workflow:Microsoft LoRA NLU GLUE Finetuning
- Workflow:ARISE Initiative Robomimic Dataset Preparation Pipeline
- Workflow:Haifengl Smile Nearest Neighbor Search
- Workflow:Evidentlyai Evidently Monitoring Dashboard Setup
- Workflow:Kubeflow Pipelines Pipeline Control Flow
- Workflow:NVIDIA TransformerEngine Comm GEMM Overlap Training
- Workflow:Cypress io Cypress E2E Test Execution
- Workflow:Cohere ai Cohere python Tool Use Agentic Chat
Principles
- Principle:Tencent Ncnn Audio Preprocessing
- Principle:Turboderp org Exllamav2 Constrained Generation
- Principle:Scikit learn Scikit learn Support Vector Machines
- Principle:Mlflow Mlflow Prompt Alias Management
- Principle:Mage ai Mage ai Paginated SQL Extraction
- Principle:Ray project Ray Object Store Retrieval
- Principle:Ggml org Llama cpp Conversion Quality Verification
- Principle:Mlfoundations Open flamingo Text Tokenization For Vision Language
- Principle:Ollama Ollama GGUF Model Conversion GptOss
- Principle:Zai org CogVideo Laplacian Pyramid Loss
Implementations
- Implementation:Deepset ai Haystack TextFileToDocument
- Implementation:Hiyouga LLaMA Factory PPO Trainer
- Implementation:NVIDIA NeMo Aligner MegatronGPT SPIN Model
- Implementation:Unstructured IO Unstructured Example Docs Fixture
- Implementation:Microsoft Autogen GalleryBuilder Build
- Implementation:Princeton nlp SimPO SimPOTrainer
- Implementation:Scikit learn Scikit learn LinkFunctions
- Implementation:FMInference FlexLLMGen ExecutionEnv Create
- Implementation:Lance format Lance ValueEncoding
- Implementation:Mistralai Client python FineTuningJobs Get List
Heuristics
- Heuristic:Explodinggradients Ragas Retry And Backoff Configuration
- Heuristic:Apache Beam Watermark Update Throttling
- Heuristic:Apache Kafka Log4j Migration Compatibility
- Heuristic:Ggml org Llama cpp Quantization Quality Tips
- Heuristic:Ollama Ollama Multimodal Parallel Restriction
- Heuristic:LMCache LMCache Chunk Size And Default Config
- Heuristic:FlagOpen FlagEmbedding Same Dataset Batching Tip
- Heuristic:CARLA simulator Carla Client Server Version Match
- Heuristic:Liu00222 Open Prompt Injection BPE Retokenization Parameters
- Heuristic:Spotify Luigi Atomic File Writes
Environments
- Environment:Protectai Modelscan TensorFlow Optional
- Environment:Apache Airflow Kubernetes Helm Environment
- Environment:Facebookresearch Habitat lab Python 3 9 Core Dependencies
- Environment:Apache Druid Druid Cluster Api
- Environment:Vllm project Vllm Python
- Environment:LMCache LMCache CUDA GPU Runtime
- Environment:Obss Sahi Python Pycocotools
- Environment:TobikoData Sqlmesh GitHub CICD Runner
- Environment:Evidentlyai Evidently SQL Storage Environment
- Environment:Apache Shardingsphere ZooKeeper Cluster Coordination