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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:Openai Openai python Chat Completion
- Workflow:Unstructured IO Unstructured Performance Profiling
- Workflow:Groq Groq python Chat Completion
- Workflow:Spcl Graph of thoughts GoT Keyword Counting Pipeline
- Workflow:Apache Shardingsphere Dynamic Rule Configuration Change
- Workflow:Apache Shardingsphere Shadow Rule Configuration
- Workflow:Iterative Dvc Plot Visualization
- Workflow:Huggingface Datasets Format Conversion
- Workflow:ArroyoSystems Arroyo SQL Pipeline Lifecycle
- Workflow:Dagster io Dagster LLM Fine Tuning
Principles
- Principle:Huggingface Datasets Download Configuration
- Principle:Danijar Dreamerv3 Distributed Learner Training
- Principle:Astronomer Astronomer cosmos Container Operator Execution
- Principle:Google deepmind Mujoco Debug Output
- Principle:Kubeflow Pipelines Conditional Branching
- Principle:Explodinggradients Ragas Evaluation Dataset Preparation
- Principle:Pyro ppl Pyro Amortized Variational Inference
- Principle:Webdriverio Webdriverio Configuration Constants
- Principle:Ggml org Llama cpp Fine Tuning
- Principle:Roboflow Rf detr Checkpoint Management
Implementations
- Implementation:Facebookresearch Habitat lab Get config HRL
- Implementation:Microsoft Onnxruntime CUDA View
- Implementation:Ollama Ollama Imagegen Manifest
- Implementation:Teamcapybara Capybara Node Base Synchronize
- Implementation:Ggml org Llama cpp Perplexity CLI Args
- Implementation:Eric mitchell Direct preference optimization AutoModelForCausalLM From Pretrained
- Implementation:Bentoml BentoML Models Create
- Implementation:Haosulab ManiSkill RotationConversions
- Implementation:NVIDIA DALI Fn Readers File
- Implementation:Apache Airflow Root Pre Commit Config
Heuristics
- Heuristic:DevExpress Testcafe Window Resize Correction
- Heuristic:Pola rs Polars Collect All For Diverging Queries
- Heuristic:Kserve Kserve Autoscaler Concurrency Target
- Heuristic:Apache Shardingsphere Version Cleanup After Switch
- Heuristic:DevExpress Testcafe MacOS Browser Launch Serialization
- Heuristic:Mlfoundations Open flamingo Hungarian MMC4 Image Text Matching
- Heuristic:CARLA simulator Carla Client Server Version Match
- Heuristic:Spcl Graph of thoughts Budget Gated Benchmark Execution
- Heuristic:Haotian liu LLaVA Flash Attention GPU Requirement
- Heuristic:Lucidrains X transformers Flash Attention Configuration
Environments
- Environment:Kserve Kserve Cert Manager
- Environment:Huggingface Datatrove Python Runtime
- Environment:Apache Druid Web Console Development
- Environment:ClickHouse ClickHouse Linux Build Environment
- Environment:Mistralai Client python Python SDK Environment
- Environment:Rapidsai Cuml Python RAPIDS Stack
- Environment:Huggingface Peft Python Core Dependencies
- Environment:Sgl project Sglang Triton
- Environment:Ggml org Llama cpp CUDA GPU Environment
- Environment:Pytorch Serve vLLM Engine Environment