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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:NVIDIA NeMo Aligner DPO Training
- Workflow:Bigscience workshop Petals Distributed Text Generation
- Workflow:Huggingface Peft QLoRA SFT Finetuning
- Workflow:ChenghaoMou Text dedup MinHash LSH Deduplication
- Workflow:Mbzuai oryx Awesome LLM Post training Awesome List Curation
- Workflow:HKUDS AI Trader Data Pipeline
- Workflow:Protectai Modelscan Custom Scanner Plugin
- Workflow:Eric mitchell Direct preference optimization DPO Preference Training
- Workflow:Allenai Open instruct DPO Preference Tuning
- Workflow:ARISE Initiative Robomimic Dataset Preparation Pipeline
Principles
- Principle:ThreeSR Awesome Inference Time Scaling Academic Paper Search
- Principle:Google deepmind Mujoco Headless OpenGL Initialization
- Principle:Duckdb Duckdb Benchmark Build Configuration
- Principle:NVIDIA DALI TensorFlow Dataset Integration
- Principle:Risingwavelabs Risingwave Composable Development Environment
- Principle:Fede1024 Rust rdkafka Transactional Offset Commit
- Principle:Farama Foundation Gymnasium Functional Environment API
- Principle:Pyro ppl Pyro Amortized Variational Inference
- Principle:Lance format Lance Vector Search Filtering
- Principle:Getgauge Taiko Browser Closure
Implementations
- Implementation:LaurentMazare Tch rs Sgd Build
- Implementation:Huggingface Datatrove BaseStats
- Implementation:Openai Openai python Image Gen Partial Event
- Implementation:Kubeflow Pipelines GCP Workload Identity Setup
- Implementation:FlowiseAI Flowise CreateNewChatflow
- Implementation:BerriAI Litellm Google GenAI
- Implementation:Ollama Ollama Quantize
- Implementation:NVIDIA NeMo Curator ClipFrameExtractionStage
- Implementation:Ggml org Llama cpp Grammar
- Implementation:ArroyoSystems Arroyo Rabbitmq Connector
Heuristics
- Heuristic:Run llama Llama index Evaluator LLM Selection
- Heuristic:Bigscience workshop Petals KV Cache Sizing For Attention Types
- Heuristic:Promptfoo Promptfoo Adaptive Concurrency Tuning
- Heuristic:OpenRLHF OpenRLHF vLLM Embedding Resize Warning
- Heuristic:Predibase Lorax Warning Deprecated BitsAndBytes 8bit
- Heuristic:Risingwavelabs Risingwave Memory Cache Eviction Policy
- Heuristic:MaterializeInc Materialize CI Retry Strategies
- Heuristic:Langchain ai Langchain Pydantic V2 Configuration Tips
- Heuristic:DevExpress Testcafe Video Encoding Defaults
- Heuristic:Scikit learn contrib Imbalanced learn Sampling Strategy Selection
Environments
- Environment:FlagOpen FlagEmbedding GPU Accelerator Environment
- Environment:Open compass VLMEvalKit Data Storage Environment
- Environment:Huggingface Open r1 Slurm Cluster
- Environment:Alibaba ROLL Megatron Training Environment
- Environment:Truera Trulens OpenAI Provider Environment
- Environment:Farama Foundation Gymnasium JAX Functional Backend
- Environment:LMCache LMCache NIXL Transfer Library
- Environment:Protectai Llm guard Python Runtime Dependencies
- Environment:Mistralai Client python Azure Deployment Environment
- Environment:Arize ai Phoenix LLM Provider SDKs