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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:Allenai Open instruct Reward Model Training
- Workflow:Facebookresearch Habitat lab HITL Interactive Evaluation
- Workflow:OpenGVLab InternVL Multi Stage Pretraining
- Workflow:Kserve Kserve Canary Rollout Deployment
- Workflow:Openai Evals Creating a model graded eval
- Workflow:Predibase Lorax Server Deployment
- Workflow:Danijar Dreamerv3 Distributed Parallel Training
- Workflow:PacktPublishing LLM Engineers Handbook Digital Data ETL
- Workflow:Tensorflow Tfjs Transfer Learning
- Workflow:Heibaiying BigData Notes Hive Data Warehouse Operations
Principles
- Principle:CARLA simulator Carla Synchronous Simulation Mode
- Principle:SeleniumHQ Selenium Browser Interaction
- Principle:Allenai Open instruct Reward Extraction
- Principle:Huggingface Datatrove Duplicate Removal
- Principle:Triton inference server Server Response Compression
- Principle:Volcengine Verl SFT Data Preparation
- Principle:Promptfoo Promptfoo Environment Configuration
- Principle:Alibaba MNN LLM Model Export
- Principle:Eventual Inc Daft Table Listing
- Principle:Fastai Fastbook DataBlock Construction
Implementations
- Implementation:Neuml Txtai Textractor
- Implementation:Unstructured IO Unstructured Check Diff Expected Output
- Implementation:Kornia Kornia SSIM3D Metric
- Implementation:Haosulab ManiSkill SO100
- Implementation:Datahub project Datahub Pipeline Create And Run
- Implementation:TobikoData Sqlmesh Context Plan For Dev
- Implementation:Turboderp org Exllamav2 ExLlamaV2DynamicGenerator Init
- Implementation:Spotify Luigi CopyToTable Schema
- Implementation:Lucidrains X transformers NeoMLP
- Implementation:Spotify Luigi SparkSubmitTask Execution
Heuristics
- Heuristic:Trailofbits Fickling Allowlist Maintenance
- Heuristic:Onnx Onnx Shape Inference Limitations
- Heuristic:Langgenius Dify Workflow Draft Hash Sync
- Heuristic:NVIDIA DALI Memory Pool Tuning
- Heuristic:Microsoft Agent framework Silent Workflow Failures
- Heuristic:Helicone Helicone Cost Precision Multiplier
- Heuristic:Wandb Weave Concurrency Deadlock Prevention
- Heuristic:OpenBMB UltraFeedback Principle Distribution Tuning
- Heuristic:Zai org CogVideo LoRA Configuration Tips
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Test Train Option Consistency
Environments
- Environment:Lakeraai Pint benchmark Python 310 With Transformers
- Environment:Kserve Kserve Gateway API
- Environment:Huggingface Datasets Audio Video Dependencies
- Environment:Microsoft Autogen Extension Optional Dependencies
- Environment:NVIDIA DALI CUDA GPU Environment
- Environment:Treeverse LakeFS Web UI Environment
- Environment:Pyro ppl Pyro CUDA GPU Acceleration
- Environment:Datahub project Datahub Docker Quickstart Environment
- Environment:Interpretml Interpret Native Libebm Environment
- Environment:Sgl project Sglang Runtime