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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:PrefectHQ Prefect Web Scraping Pipeline
- Workflow:Sdv dev SDV Data quality evaluation
- Workflow:Kubeflow Kubeflow AI Lifecycle Pipeline
- Workflow:Norrrrrrr lyn WAInjectBench Image Prompt Injection Detection
- Workflow:Hiyouga LLaMA Factory Full Parameter SFT
- Workflow:Shiyu coder Kronos CSV Finetuning
- Workflow:NVIDIA DALI Object Detection Training TensorFlow
- Workflow:Microsoft Semantic kernel Agent Conversation And Orchestration
- Workflow:DataTalksClub Data engineering zoomcamp Kestra ETL Pipeline
- Workflow:Nightwatchjs Nightwatch Programmatic API Usage
Principles
- Principle:Microsoft BIPIA ASR Evaluation
- Principle:Apache Beam Artifact Staging
- Principle:Turboderp org Exllamav2 Dynamic Text Generation
- Principle:Openai Openai agents python Runner Invocation
- Principle:Ggml org Llama cpp Multimodal Processing
- Principle:Treeverse LakeFS Java SDK JSON Serialization
- Principle:Scikit learn Scikit learn Density Estimation
- Principle:Openai Evals Eval Type Configuration
- Principle:Zai org CogVideo Diffusion Training Loop
- Principle:NVIDIA NeMo Curator Bucket to Edge Conversion
Implementations
- Implementation:Scikit learn Scikit learn FrozenEstimator
- Implementation:ClickHouse ClickHouse Scope Guard
- Implementation:Open compass VLMEvalKit ScreenSpot Pro
- Implementation:Triton inference server Server Launch Triton Server Script
- Implementation:Openai Openai python API Model Type
- Implementation:Ollama Ollama Llama Model Grok
- Implementation:Online ml River Cluster ODAC
- Implementation:Huggingface Datasets Nifti
- Implementation:Openai Openai node ChatCompletionParser
- Implementation:Iterative Dvc Repo Ls
Heuristics
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Adam Beta1 Half
- Heuristic:Iamhankai Forest of Thought Input Length Overflow Recovery
- Heuristic:ArroyoSystems Arroyo Checkpoint Interval Tuning
- Heuristic:Lm sys FastChat Tokenizer Offset Correction
- Heuristic:Trailofbits Fickling Allowlist Maintenance
- Heuristic:Volcengine Verl GPU Memory Utilization Tuning
- Heuristic:Langchain ai Langchain Deprecation Version Tracking
- Heuristic:Openai Openai python Fine Tuning Data Preparation Tips
- Heuristic:Allenai Open instruct NCCL CUMEM Disable
- Heuristic:Deepseek ai Janus Bfloat16 Operation Workarounds
Environments
- Environment:OpenGVLab InternVL DeepSpeed
- Environment:Alibaba MNN HuggingFace Ecosystem Environment
- Environment:Triton inference server Server TRT LLM Deployment
- Environment:Truera Trulens Snowflake Connector Environment
- Environment:Arize ai Phoenix Python Runtime
- Environment:Huggingface Open r1 CUDA Environment
- Environment:Spotify Luigi Hadoop HDFS Cluster
- Environment:Norrrrrrr lyn WAInjectBench External Repos Dependencies
- Environment:Alibaba MNN GPU Metal Environment
- Environment:Huggingface Datasets SQL Dependencies