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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:SqueezeAILab ETS Answer Evaluation Pipeline
- Workflow:Sail sg LongSpec GLIDE Draft Model Training
- Workflow:Microsoft Autogen Swarm Agent Handoff
- Workflow:Google deepmind Dm control Multi Agent Soccer Setup
- Workflow:Allenai Open instruct GRPO Reinforcement Learning
- Workflow:Open compass VLMEvalKit Adding Custom VLM
- Workflow:Run llama Llama index Embedding Finetuning
- Workflow:Alibaba MNN LLM Deployment Pipeline
- Workflow:Infiniflow Ragflow Agent Workflow Building
- Workflow:Deepset ai Haystack Document Indexing Pipeline
Principles
- Principle:Ggml org Ggml Weight Repacking
- Principle:AUTOMATIC1111 Stable diffusion webui Component Reuse
- Principle:Openai CLIP Linear Probe Feature Extraction
- Principle:Apache Airflow Database Backend Configuration
- Principle:Gretelai Gretel synthetics Column Clustering
- Principle:Interpretml Interpret SHAP Tree Explanation
- Principle:Zai org CogVideo Distributed Training Setup
- Principle:Microsoft DeepSpeedExamples Distributed Checkpoint Saving
- Principle:Haosulab ManiSkill PD Control Pattern
- Principle:Webdriverio Webdriverio Mobile Selector Optimization
Implementations
- Implementation:Getgauge Taiko Device Descriptors
- Implementation:Scikit learn Scikit learn UpdateEnvironments
- Implementation:Apache Flink IteratorResultIterator
- Implementation:Puppeteer Puppeteer Cdp PredefinedNetworkConditions
- Implementation:NVIDIA NeMo Curator TokenizerStage
- Implementation:Ggml org Ggml Ggml new tensor
- Implementation:Arize ai Phoenix Projects Resource
- Implementation:CARLA simulator Carla Apply Texture Tool
- Implementation:Mlflow Mlflow Scorer Class
- Implementation:Recommenders team Recommenders PySpark ALS
Heuristics
- Heuristic:Openai Openai agents python Sensitive Data Logging Defaults
- Heuristic:Eventual Inc Daft Runner Selection Guide
- Heuristic:DevExpress Testcafe Assertion Retry Timing
- Heuristic:Apache Flink Hadoop Thread Safety Mutexes
- Heuristic:Unstructured IO Unstructured Hi Res Model Configuration
- Heuristic:Hiyouga LLaMA Factory Quantized Training Best Practices
- Heuristic:Heibaiying BigData Notes Spark Streaming Local Threads Tip
- Heuristic:Langgenius Dify Workflow Draft Hash Sync
- Heuristic:OpenHands OpenHands Fail Open Rate Limiting
- Heuristic:Vibrantlabsai Ragas Analytics Silent Failure Pattern
Environments
- Environment:Huggingface Datasets Audio Video Dependencies
- Environment:Haifengl Smile Quarkus Serve Environment
- Environment:MaterializeInc Materialize Buildkite CI Runtime
- Environment:Mage ai Mage ai Python 3 9 Runtime
- Environment:Langgenius Dify Node Frontend Environment
- Environment:DataTalksClub Data engineering zoomcamp Kafka Confluent Environment
- Environment:Allenai Open instruct CUDA GPU Training
- Environment:Truera Trulens Snowflake Connector Environment
- Environment:Spcl Graph of thoughts Local LLaMA GPU Inference
- Environment:Dagster io Dagster DAGSTER HOME Configuration