Machine Learning at Scale
Predictive Analytics
3.8
/5
Toolio reviewer
Get weekly insights to upskill as a Machine Learning Engineer. It's limited to case studies and design patterns.
Browse by the job,
not the category
Most people arrive knowing what they need done, not which category it lives in. 65 jobs grouped into 12 kinds of work. Pick the kind on the left, or search.
Tick Compare on any two to four cards to put them side by side.
Life2vec AI Death Calculator
Predictive Analytics
4.4
/5
Toolio reviewer
Suits data scientists, analysts; bad for casual users.
Hushl AI
Predictive Analytics
3.9
/5
Toolio reviewer
Data scientists and analysts; not for small businesses with limited budgets.
Perpetual ML
Business Intelligence
3.8
/5
Toolio reviewer
Runs AutoML training, monitoring, and deployment in one platform that plugs directly into your data warehouse.
Supametas AI
Automation Tools
3.9
/5
Toolio reviewer
Scrapes and converts messy web data into structured JSON or Markdown ready for an LLM's RAG pipeline.
Lilac
Data Visualization
3.9
/5
Toolio reviewer
A Python tool for searching, cleaning, and quantifying datasets before training an LLM.
Machine Learning at Scale
Business Intelligence
3.7
/5
Toolio reviewer
For ML engineers building large-scale systems, but not for beginners or small projects.
Chatty for LLMs Chrome Extension
Team Collaboration
3.9
/5
Toolio reviewer
Chats with locally running LLMs through Ollama and lets you RAG the page you're viewing.
Metaflow
DevOps
3.9
/5
Toolio reviewer
An open-source Python framework for building and deploying real-world ML workflows at scale.
Tabulator AI
Data Visualization
3.9
/5
Toolio reviewer
Steps through a dataset record by record and links AI prompts to specific columns as it goes.
Lightning AI
DevOps
4.0
/5
Toolio reviewer
Focus on ML, not infrastructure.
Sharelm - Share Your Chat AI
Data Visualization
5.0
/5
Toolio reviewer
Uploads your chatbot conversations automatically to build a shared open-source training dataset.
DataScienceJobs
AI Recruiting
3.8
/5
Toolio reviewer
Data Science Jobs & AI Careers, search over a thousand jobs worldwide.
Prompt Engineering
Skill Development
3.8
/5
Toolio reviewer
Learn prompt engineering for LLMs and AI systems effectively. Practical articles, free lessons.
LLM Pricing
AI Developer Tools
3.9
/5
Toolio reviewer
LLM Pricing Comparison tool lacks comprehensive coverage.
Lobe
AI Developer Tools
4.4
/5
Toolio reviewer
Lobe makes machine learning accessible with a simple tool, but lacks extensive features.
Lilac
Data Visualization
3.9
/5
Toolio reviewer
A dataset inspection tool that surfaces PII, duplicates, and bias before training an LLM.
Knime
Data Visualization
4.0
/5
Toolio reviewer
KNIME simplifies data workflows but lacks built-in machine learning.
Weights & Biases
AI Developer Tools
3.8
/5
Toolio reviewer
Weights & Biases helps track ML experiments, but requires manual setup for large teams.
Vast.ai
DevOps
3.9
/5
Toolio reviewer
Rent GPUs for AI and ML at real-time, transparent prices.
Lightning AI
AI Developer Tools
3.8
/5
Toolio reviewer
Lightning AI is a PyTorch framework for building and training models.
Easy Choice
Data Visualization
3.9
/5
Toolio reviewer
Filters large datasets with plain-language queries and surfaces the top options automatically.
Reveal AI Chrome Extension
Predictive Analytics
3.9
/5
Toolio reviewer
Scores and prioritizes sales leads with machine learning, then syncs the results into major CRMs.
Almeta ML
Predictive Analytics
3.8
/5
Toolio reviewer
Lacks integration with native ad networks, only supports Google Ads and Facebook Ads.
Galactex Chrome Extension
Note Taking
3.9
/5
Toolio reviewer
Adds LLM-powered autocomplete to Overleaf, using a server you host yourself.
VerbaGPT
Predictive Analytics
3.7
/5
Toolio reviewer
Turn data into insights with AI.
Basic AI
AI Developer Tools
3.8
/5
Toolio reviewer
Professional and cost-effective data annotation services.
Tabirim
Predictive Analytics
3.8
/5
Toolio reviewer
Tabirim is an AI-powered dream interpreter, offering personalized insights. It’s great for those curious about their dreams.
Klu
AI Code Assistant
3.8
/5
Toolio reviewer
Collaborate on prompts, evaluate results with shared tooling. Optimizes iteration cycles.
Innovatiana
AI Developer Tools
3.8
/5
Toolio reviewer
Expert data labeling services for AI models, but costly and limited for small projects.
Nuclia
AI Search Engine
4.0
/5
Toolio reviewer
Turn enterprise documents into AI-ready knowledge. Build repeatable development workflows.
Abacus.AI
AI Developer Tools
3.9
/5
Toolio reviewer
Build AI systems easily.
Semafind
Predictive Analytics
3.7
/5
Toolio reviewer
Suits research-driven businesses, not simple data analysis.
BethgeLab
Predictive Analytics
3.7
/5
Toolio reviewer
Bethge Lab specializes in autonomous lifelong learning, but lacks commercial applications.
Athenic
Predictive Analytics
3.9
/5
Toolio reviewer
Athenic is an AI that analyzes your business data, answering questions in plain English and building dashboards—no SQL needed.
Faraday
Predictive Analytics
4.0
/5
Toolio reviewer
On-demand context is available, but the tool requires manual selection of data points for each request.
atQor
Predictive Analytics
3.9
/5
Toolio reviewer
An Azure-focused consultancy delivering data, AI and Copilot integration projects for enterprises.
Shaped
Predictive Analytics
3.9
/5
Toolio reviewer
The only vector database with a feedback loop, powering personalized search and recommendations.
Nanthai
Summarizer
3.9
/5
Toolio reviewer
NanthAI Edge is an AI workspace for multiple models and applications.
Pixta AI
Data Visualization
3.8
/5
Toolio reviewer
Pixta AI is a marketplace for AI training data.
LiteLLM
AI Developer Tools
3.9
/5
Toolio reviewer
Open-source, self-hosted AI gateway.
B2Metric
Predictive Analytics
3.9
/5
Toolio reviewer
B2Metric transforms data into actionable insights.
Antuit AI
Predictive Analytics
3.9
/5
Toolio reviewer
AI-driven demand planning that forecasts market shifts and lines up inventory with changing demand.
Prompt Token Counter
Utility Tools
3.9
/5
Toolio reviewer
Counts tokens to stay within OpenAI model limits.
Commabot
Data Visualization
4.0
/5
Toolio reviewer
Not ideal for large datasets, lacks advanced analytics.
Ayasdi
Predictive Analytics
3.9
/5
Toolio reviewer
Speeds up financial crime investigations by up to 70% with a centralized, AI-assisted platform.
Grok App
AI Code Assistant
3.8
/5
Toolio reviewer
The Grok App helps developers find information in documents but may struggle with very large datasets.
Stat.AI
Predictive Analytics
3.7
/5
Toolio reviewer
Saves time by reducing documentation and forum searches.
Data scientist and ML engineer
Models, training data and machine learning.
All software and it 7
Software developer 434
Web developer 97
Data scientist and ML engineer 119
DevOps engineer 84
API and integrations developer 116
Cybersecurity analyst 186
IT and support technician 8
Data scientists and ML engineers prepare data, train and evaluate models, run experiments and move working models into production. The tools here cover that pipeline: model hubs and libraries (HuggingFace), no-code and AutoML platforms (BigML, Lobe, Abacus.AI), GPU compute (Vast.ai, Lightning AI, Modal) and local LLM runners like LM Studio. Compare reproducibility and how easily you can export a trained model.
Questions people ask
What is the difference between AutoML and writing models myself?
AutoML platforms such as BigML and Abacus.AI choose algorithms and tune settings for you, which is fast for standard tabular problems. Writing models yourself gives more control over features, architecture and evaluation. Many teams use AutoML for a baseline, then build custom models when it falls short.
How do I run an LLM locally?
Apps such as LM Studio download open models and run them on your own machine, so data stays local. You need enough memory for the model size you choose, and smaller quantised models trade some quality for speed. This suits private data and offline experiments.
Where can I rent GPUs for training?
Marketplaces and platforms such as Vast.ai, Lightning AI and Modal rent GPU time by usage instead of hardware ownership. Compare availability, startup time, storage and how they handle interrupted jobs. Keep checkpoints saved, since cheaper capacity can be taken away mid-run.