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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:Huggingface Transformers Pipeline Inference
- Workflow:Ggml org Ggml MNIST Training And Evaluation
- Workflow:Huggingface Optimum GPTQ Quantization
- Workflow:Langchain ai Langchain Chat Model Invocation
- Workflow:Spotify Luigi Local Batch Pipeline
- Workflow:Isaac sim IsaacGymEnvs Custom Task Development
- Workflow:Puppeteer Puppeteer Browser Installation And Management
- Workflow:TobikoData Sqlmesh Plan and apply deployment
- Workflow:Eric mitchell Direct preference optimization SFT Training
- Workflow:Iamhankai Forest of Thought FoT Benchmark Evaluation
Principles
- Principle:Huggingface Datatrove Token File Merging
- Principle:Sdv dev SDV Sequential Model Fitting
- Principle:Ggml org Llama cpp PresetConfiguration
- Principle:Pyro ppl Pyro Statistical Diagnostics
- Principle:Avhz RustQuant Geometric Brownian Motion
- Principle:Togethercomputer Together python Text To Speech
- Principle:NVIDIA NeMo Aligner PPO Actor Critic Setup
- Principle:FMInference FlexLLMGen Decentralized Inference Benchmarking
- Principle:Deepspeedai DeepSpeed ZeRO Training Loop
- Principle:Sdv dev SDV Column Pair Visualization
Implementations
- Implementation:Google deepmind Mujoco User Composite Header
- Implementation:Huggingface Diffusers Video Pipeline From Pretrained
- Implementation:TobikoData Sqlmesh ColumnLevelLineageContext
- Implementation:Datajuicer Data juicer ImageDiffusionMapper
- Implementation:Iterative Dvc Repo Trie
- Implementation:OpenHands OpenHands DaytonaRuntime Init
- Implementation:Avhz RustQuant HullWhite Process
- Implementation:Helicone Helicone Heartbeat Worker Types
- Implementation:CrewAIInc CrewAI Browserbase Load Tool
- Implementation:Openai Openai python Response Completed Webhook
Heuristics
- Heuristic:Tensorflow Serving Batching Thread Tuning
- Heuristic:Truera Trulens Temperature Zero For Deterministic Scoring
- Heuristic:Google deepmind Dm control MJCF Model Composition Gotchas
- Heuristic:Spotify Luigi Atomic File Writes
- Heuristic:Fastai Fastbook Discriminative Learning Rates
- Heuristic:Mistralai Client python Stream File Uploads
- Heuristic:NVIDIA TransformerEngine FP8 Checkpoint Compatibility
- Heuristic:Arize ai Phoenix AIMD Concurrency Control
- Heuristic:Openai Openai python Timeout Connection Defaults
- Heuristic:Infiniflow Ragflow Reranking Weight Tuning
Environments
- Environment:SeldonIO Seldon core Kafka Messaging Environment
- Environment:NVIDIA NeMo Curator NVIDIA DALI
- Environment:Sdv dev SDV Python Runtime
- Environment:Intel Ipex llm NPU Environment
- Environment:Kserve Kserve VLLM Runtime
- Environment:Openai Openai agents python MCP Dependencies
- Environment:Huggingface Alignment handbook Evaluation Tools
- Environment:DevExpress Testcafe Node Runtime
- Environment:Kubeflow Kubeflow Git GitHub Environment
- Environment:Facebookresearch Habitat lab CUDA GPU Training Environment