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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:Huggingface Peft LoRA Causal LM Finetuning
- Workflow:Truera Trulens RAG With Guardrails
- Workflow:NVIDIA DALI Image Classification Training PyTorch
- Workflow:Farama Foundation Gymnasium Vectorized Environment Training
- Workflow:Unslothai Unsloth Vision Model Finetuning
- Workflow:Scikit learn Scikit learn Supervised Classification
- Workflow:Princeton nlp SimPO SimPO Training
- Workflow:MaterializeInc Materialize Integration Test Development
- Workflow:Evidentlyai Evidently Monitoring Dashboard Setup
- Workflow:BerriAI Litellm Response Caching
Principles
- Principle:Confident ai Deepeval Conversation Simulation
- Principle:DataExpert io Data engineer handbook Aggregation Transformation
- Principle:DataTalksClub Data engineering zoomcamp Pipeline Cleanup
- Principle:Huggingface Transformers Benchmark Configuration
- Principle:SeleniumHQ Selenium Page Object Test Design
- Principle:Apache Flink Asynchronous File Compaction
- Principle:Datajuicer Data juicer Data Format Loading
- Principle:Langgenius Dify FeatureFlags
- Principle:Huggingface Datasets Multi Split Organization
- Principle:Apache Hudi Split Enumeration And Assignment
Implementations
- Implementation:Mlflow Mlflow Clint Linter Engine
- Implementation:Ggml org Llama cpp Ngram Mod
- Implementation:Roboflow Rf detr RFDETR Size Variants
- Implementation:Triton inference server Server RestrictedFeatures
- Implementation:Rapidsai Cuml Regression Metrics
- Implementation:Fede1024 Rust rdkafka Metadata Wrappers
- Implementation:CARLA simulator Carla InstallPrerequisites Script
- Implementation:Ucbepic Docetl SystemPromptsExplorer
- Implementation:Liu00222 Open Prompt Injection binary search injection
- Implementation:ARISE Initiative Robosuite BaxterRobot
Heuristics
- Heuristic:ARISE Initiative Robosuite Hard Reset Vs Soft Reset
- Heuristic:Openai Evals Chat Format Recommendation
- Heuristic:DataTalksClub Data engineering zoomcamp DuckDB OOM Memory Management
- Heuristic:Datahub project Datahub Emitter Selection Strategy
- Heuristic:Dagster io Dagster Mandatory Ruff Formatting
- Heuristic:Unstructured IO Unstructured Hi Res Model Configuration
- Heuristic:Openclaw Openclaw Cache TTL Asymmetric Strategy
- Heuristic:Iterative Dvc Path Performance Optimization
- Heuristic:DevExpress Testcafe Browser Connection Timeouts
- Heuristic:LMCache LMCache Chunk Size And Default Config
Environments
- Environment:Eventual Inc Daft Ray Distributed Runner
- Environment:Obss Sahi Python Detection Frameworks
- Environment:Lance format Lance Python Environment
- Environment:Langfuse Langfuse PostgreSQL 17
- Environment:LLMBook zh LLMBook zh github io PyTorch CUDA GPU Environment
- Environment:Truera Trulens LangChain LangGraph Environment
- Environment:Norrrrrrr lyn WAInjectBench OpenAI API Credentials
- Environment:Risingwavelabs Risingwave Docker Deployment Environment
- Environment:EvolvingLMMs Lab Lmms eval GPU Compute Environment
- Environment:Huggingface Optimum Accelerated Inference Environment