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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:Eventual Inc Daft Data Lakehouse ETL
- Workflow:NVIDIA NeMo Aligner Reward Model Training
- Workflow:Ggml org Llama cpp LoRA Adapter Workflow
- Workflow:Mistralai Client python GCP Chat Completion
- Workflow:CrewAIInc CrewAI Knowledge RAG Pipeline
- Workflow:Nightwatchjs Nightwatch Programmatic API Usage
- Workflow:Scikit learn contrib Imbalanced learn Ensemble Imbalanced Classification
- Workflow:Deepset ai Haystack Extractive QA Pipeline
- Workflow:Axolotl ai cloud Axolotl QLoRA SFT Finetuning
- Workflow:Apache Airflow Scheduler Operation and Task Execution
Principles
- Principle:Lm sys FastChat Elo Rating Analysis
- Principle:Run llama Llama index Job Status Monitoring
- Principle:Kornia Kornia Tensor Image Conversion
- Principle:Heibaiying BigData Notes Spark Data Loading
- Principle:Ollama Ollama CLIArchitecture
- Principle:Ollama Ollama GGUF Model Conversion NomicBert
- Principle:Facebookresearch Audiocraft JASCO Model Loading
- Principle:Princeton nlp SimPO Benchmark Decontamination
- Principle:Bitsandbytes foundation Bitsandbytes 8bit Optimizer State Quantization
- Principle:Huggingface Transformers Sequence Packing
Implementations
- Implementation:Facebookresearch Audiocraft NormConv
- Implementation:Ggml org Ggml Ggml backend init best
- Implementation:Langgenius Dify UseExplore
- Implementation:Deepspeedai DeepSpeed Evoformer MMA Multistage
- Implementation:ArroyoSystems Arroyo Smoke Tests
- Implementation:Huggingface Datatrove DocStats
- Implementation:Openai Openai node ZodResponseFormat
- Implementation:Open compass VLMEvalKit PandaGPT
- Implementation:Run llama Llama index Playground
- Implementation:Scikit learn Scikit learn RegressionMetrics
Heuristics
- Heuristic:Lakeraai Pint benchmark Optimal Configuration Selection
- Heuristic:Risingwavelabs Risingwave Source Backoff Strategy
- Heuristic:Huggingface Open r1 Distributed Training Configuration
- Heuristic:OpenBMB UltraFeedback API Retry Strategy
- Heuristic:OpenHands OpenHands Streamable HTTP Over SSE
- Heuristic:Predibase Lorax GPU Sampling Optimization
- Heuristic:Apache Kafka Log4j Migration Compatibility
- Heuristic:Testtimescaling Testtimescaling github io Persist Credentials False
- Heuristic:Langgenius Dify API Token Single Flight Caching
- Heuristic:Togethercomputer Together python Fine Tuning Parameter Validation
Environments
- Environment:Shiyu coder Kronos DDP Multi GPU Environment
- Environment:EvolvingLMMs Lab Lmms eval GPU Compute Environment
- Environment:Sgl project Sglang Kubernetes
- Environment:Online ml River Build Toolchain
- Environment:FMInference FlexLLMGen NVMe Disk
- Environment:Unslothai Unsloth Llama Cpp
- Environment:Openai Evals Python Runtime
- Environment:Isaac sim IsaacGymEnvs IsaacGym Preview 4
- Environment:Obss Sahi Python Detection Frameworks
- Environment:FlagOpen FlagEmbedding Finetuning Environment