Welcome to zerocodeai.com!
We are excited to welcoming you to the platform. Before you start, we would like to explain a few basic things about the world of AI and the platform itself.
If you already have experience with zerocodeai or AI, just skip this post and get started right away.
The best way to get to know the platform is to just start. Of course, it makes a big difference if you're a student experimenting with new ideas or an enterprise leader who needs to introduce a new AI First culture. Even for this case we have written a chapter in which you will get more valuable learnings.
Start with AI Concepts
Before starting with anything else, there are a few AI concepts you need to be familiar with.
Continue with Deep Learning problem types
You can solve many things with deep learning, but not everything. These are the problem types you can solve with zerocode.ai.
Learn more about Data for Deep Learning
Every deep learning project starts with having good data. In this article, we’ll give you a broad overview of what to consider when creating a dataset.
Check out the zerocode.ai workflow
All deep learning project follows the same steps, and zerocode.ai is built to follow this proven structure.
AI, ML and DL are often used interchangeably, but they do not mean the same thing.
Artificial Intelligence (AI) is the science and engineering if building intelligent machines.
Machine Learning (ML) is a subset of AI. Machine Learning algorithms allow computers to solve problems using data as examples instead of coding an explicit set of rules, as in traditional software development.
Deep Learning (DL) is a type of machine learning capable of working with complex, unstructured data like text or images. But it works great for many use cases based on structured tabular data. DL learn to both represent data and make predictions. Deep Learning is what you do at zerocode.ai.
Datasets All data on the platform are clustered into datasets.
The datasets can consist of different kinds of data:
Text data For example: chat messages, tweets, customer feedback, lyrics, books etc.
Tabular data For example: sales data, customer info, sensor data, etc.
Image data For example: photos, satellite images, heat maps, x-ray, etc.
Audio data voice files like Conversation recordings
Features All datasets have features that have a feature encoding which determines the way example data is turned into numbers that a model can do calculations with. For example: Categorical with labels, numeric, or text.
Subsets Each dataset is split into subsets on the platform. By default, one subset is used for training your model, and one is used to validate your model.
The platform can help you solve the following problem types:
Classification is the science and engineering if building intelligent machines.
Single-label classification When an example belongs to only now class and have only one label. For example cat or dog.
Multi-label When an example belongs to many classes and can have many labels. For example a day can be both rainy and cloudy.
Regression When you want to predict a number. For example: The revenue of a shop.
Similarity Find similar images or pieces of text. For example: Similar images of shoes.
These are the problem types you can solve on zerocode.ai right now. Note that you can use multiple types of input data. That is both tabular and image data to solve a regression problem.
Predict a number based on tabular data
Segment out certain parts on an image
Highlight abnormalities in medical imagery
Landscape health monitoring
Assign a label to tabular data
Customer purchase prediction
Assign a label to an image
Quality assurance & Defect detection
Automatic tagging / labeling
Predict a number based on tabular data
Predict a number based on image data
Optimizing plant production
Assign a label to a piece of text.
Find similar customer questions & answers.
Find similar images
Predict a number based on text
Grade texts based on how well-written they are , or automatically suggest a review rating.
Convert to spectrogram and use it as an image.
Audio analysis for industrial maintenance