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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:Dagster io Dagster LLM Fine Tuning
- Workflow:CarperAI Trlx ILQL Offline Training
- Workflow:ChenghaoMou Text dedup Benchmark Evaluation
- Workflow:Zai org CogVideo Diffusers LoRA Finetuning
- Workflow:Risingwavelabs Risingwave Iceberg Lakehouse Ingestion
- Workflow:Cypress io Cypress Binary Build and Release
- Workflow:Promptfoo Promptfoo LLM Evaluation
- Workflow:Elevenlabs Elevenlabs python Realtime TTS Streaming
- Workflow:HKUDS AI Trader End to End US Stock Trading
- Workflow:Norrrrrrr lyn WAInjectBench Image Prompt Injection Detection
Principles
- Principle:Google deepmind Mujoco Island Discovery
- Principle:Intel Ipex llm Online API Serving
- Principle:Interpretml Interpret Linear Model Explanation
- Principle:Alibaba MNN MNN Build System
- Principle:Farama Foundation Gymnasium Tabular Environments
- Principle:Openai Evals Eval Orchestration
- Principle:Langgenius Dify Input Variable Definition
- Principle:AUTOMATIC1111 Stable diffusion webui File Upload Handling
- Principle:Neuml Txtai Model Integration
- Principle:Protectai Llm guard Refusal Detection
Implementations
- Implementation:CARLA simulator Carla Interpolate Camera Example
- Implementation:Pytorch Serve ModelArchiverConfig
- Implementation:MarketSquare Robotframework browser Network Idle Transformer
- Implementation:Iamhankai Forest of Thought Monte Carlo Tree
- Implementation:ArroyoSystems Arroyo Pipelines Table
- Implementation:Neuml Txtai ImageHash
- Implementation:ArroyoSystems Arroyo Var Str
- Implementation:Open compass VLMEvalKit RBdashMMChat3Wrapper
- Implementation:Apache Shardingsphere RuleItemConfigurationChangedProcessor SPI
- Implementation:DataTalksClub Data engineering zoomcamp Airflow Homework Solution
Heuristics
- Heuristic:Confident ai Deepeval Dotenv Loading Order
- Heuristic:Openai Evals Model Graded Eval Design
- Heuristic:Ray project Ray Autoscaling Delay Tuning
- Heuristic:Openai Openai python Warning Deprecated Legacy Response
- Heuristic:Scikit learn Scikit learn Data Leakage Prevention
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Adam Beta1 Half
- Heuristic:Risingwavelabs Risingwave LSM Compaction Tuning
- Heuristic:Recommenders team Recommenders TensorFlow Session Ordering
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Batch Size One Default
- Heuristic:Tensorflow Serving GPU Memory And CPU Optimization
Environments
- Environment:Unstructured IO Unstructured Profiling Tools
- Environment:Diagram of thought Diagram of thought Graphviz
- Environment:Hpcaitech ColossalAI ColossalChat Training Environment
- Environment:TobikoData Sqlmesh Python Runtime
- Environment:Huggingface Trl Quantization Environment
- Environment:Avdvg InjectGuard CUDA GPU
- Environment:Facebookresearch Habitat lab Python 3 9 Core Dependencies
- Environment:Treeverse LakeFS Web UI Environment
- Environment:Mistralai Client python GCP Deployment Environment
- Environment:ChenghaoMou Text dedup Python 3 12 Environment