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1,118
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 Optimum FX Graph Optimization
- Workflow:ArroyoSystems Arroyo UDF Development
- Workflow:Liu00222 Open Prompt Injection Prompt Injection Experiment
- Workflow:Datahub project Datahub Spark Lineage Capture
- Workflow:OpenGVLab InternVL Preference Optimization
- Workflow:Wandb Weave Evaluation Pipeline
- Workflow:Interpretml Interpret Model Explanation And Visualization
- Workflow:FlagOpen FlagEmbedding Embedder Inference
- Workflow:Deepset ai Haystack Hybrid Document Search
- Workflow:Deepset ai Haystack Document Preprocessing Pipeline
Principles
- Principle:DistrictDataLabs Yellowbrick Elbow Method Cluster Selection
- Principle:Hiyouga LLaMA Factory Muon Optimization
- Principle:Snorkel team Snorkel Multitask Training Execution
- Principle:Interpretml Interpret SHAP Tree Explanation
- Principle:Ggml org Llama cpp Server Configuration
- Principle:Heibaiying BigData Notes HBase Table Creation
- Principle:Hpcaitech ColossalAI GRPO Producer Setup
- Principle:Junyanz Pytorch CycleGAN and pix2pix Training Visualization
- Principle:FMInference FlexLLMGen Inference Checkpoint Loading
- Principle:Openai Openai python Image Generation Parameters
Implementations
- Implementation:Risingwavelabs Risingwave ElasticBulkProcessorAdapter
- Implementation:Nautechsystems Nautilus trader Strategy Init
- Implementation:Haotian liu LLaVA Model Generate Multimodal
- Implementation:LaurentMazare Tch rs Imagenet Load From Dir
- Implementation:Huggingface Diffusers ControlNet Img2Img Pipeline
- Implementation:Scikit learn Scikit learn RandomProjection
- Implementation:Apache Beam Bundle
- Implementation:Google deepmind Dm control MuJoCo Scene Export
- Implementation:CARLA simulator Carla RssCheck Interface
- Implementation:Heibaiying BigData Notes KafkaProducer Constructor
Heuristics
- Heuristic:Apache Druid Auto Granularity Selection
- Heuristic:Openai Openai agents python MCP Server Lifecycle Management
- Heuristic:Microsoft LoRA Scaling Factor Alpha Over R
- Heuristic:Allenai Open instruct BFloat16 Training
- Heuristic:Infiniflow Ragflow Hybrid Search Fallback Strategy
- Heuristic:Open compass VLMEvalKit WORLD SIZE Unset For Model Building
- Heuristic:Apache Airflow Database Lock Handling
- Heuristic:Spotify Luigi Marker Table Idempotency
- Heuristic:Bigscience workshop Petals Batch Splitting Threshold
- Heuristic:PacktPublishing LLM Engineers Handbook Dataset Generation Quality Filters
Environments
- Environment:Trailofbits Fickling PyTorch
- Environment:ChenghaoMou Text dedup Suffix Array External Tools
- Environment:Dagster io Dagster PostgreSQL Storage
- Environment:Apache Flink Hadoop Compatibility Environment
- Environment:Isaac sim IsaacGymEnvs IsaacGym Preview 4
- Environment:Langchain ai Langchain Python 3 10 Runtime
- Environment:Kubeflow Pipelines Kubernetes Cluster
- Environment:Mistralai Client python Realtime Transcription Environment
- Environment:Hiyouga LLaMA Factory FP8 Training Environment
- Environment:Openai Evals Optional Provider APIs