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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:Mistralai Client python Function Calling
- Workflow:Huggingface Alignment handbook QLoRA Single GPU Finetuning
- Workflow:Cypress io Cypress Binary Build and Release
- Workflow:Predibase Lorax Structured JSON Output
- Workflow:Pola rs Polars Time Series Analysis
- Workflow:NVIDIA NeMo Curator Text Curation Pipeline
- Workflow:Openai Openai agents python Tool Integrated Agent
- Workflow:Kserve Kserve Multi Model Serving
- Workflow:OpenRLHF OpenRLHF Reward Model Training
- Workflow:Bigscience workshop Petals Distributed Text Generation
Principles
- Principle:FlowiseAI Flowise Vector Store Query
- Principle:Apache Dolphinscheduler Datasource Parameter Configuration
- Principle:Apache Dolphinscheduler Workflow Instance Recovery
- Principle:Spotify Luigi Database Load Verification
- Principle:Ollama Ollama Tool Call Parsing
- Principle:Farama Foundation Gymnasium Environment Registration
- Principle:Mage ai Mage ai Batch Export
- Principle:Openclaw Openclaw Health Monitoring
- Principle:ChenghaoMou Text dedup Duplicate Removal And Output
- Principle:Heibaiying BigData Notes HBase Data Deletion
Implementations
- Implementation:Apache Airflow TaskInstance Model
- Implementation:Mit han lab Llm awq StreamGenerator
- Implementation:Infiniflow Ragflow Versions
- Implementation:Recommenders team Recommenders DeepRec Base Model
- Implementation:Pyro ppl Pyro SoftLaplace
- Implementation:Iterative Dvc Dependency Repo
- Implementation:Evidentlyai Evidently Core Tests
- Implementation:Bigscience workshop Petals DistributedFalconConfig
- Implementation:Apache Flink BucketAssigner GetBucketId
- Implementation:Online ml River Proba Beta
Heuristics
- Heuristic:Bigscience workshop Petals KV Cache Sizing For Attention Types
- Heuristic:Predibase Lorax GPU Sampling Optimization
- Heuristic:Protectai Modelscan Nested Zip Not Supported
- Heuristic:Rapidsai Cuml GPU Cache Alignment
- Heuristic:Run llama Llama index Worker Count Configuration
- Heuristic:OpenRLHF OpenRLHF Value Head ZeRO3 Init Tip
- Heuristic:Norrrrrrr lyn WAInjectBench L2 Normalize CLIP Embeddings
- Heuristic:Testtimescaling Testtimescaling github io Skip CI Commit Tag
- Heuristic:Romsto Speculative Decoding Shared Tokenizer Requirement
- Heuristic:Unslothai Unsloth Gradient Accumulation Accuracy
Environments
- Environment:OpenBMB UltraFeedback HuggingFace Hub Environment
- Environment:Treeverse LakeFS Web UI Environment
- Environment:Microsoft DeepSpeedExamples CIFAR10 Training Environment
- Environment:CarperAI Trlx Python Accelerate
- Environment:Getgauge Taiko Chromium Browser
- Environment:PacktPublishing LLM Engineers Handbook Unsloth Finetuning Environment
- Environment:Huggingface Optimum GPTQ Quantization Environment
- Environment:Infiniflow Ragflow Data Source Credentials
- Environment:Zai org CogVideo SAT Framework Environment
- Environment:Lm sys FastChat LoRA QLoRA Training Environment