
Learn to deploy a machine learning model in a Django-based bookstore to automatically classify uploaded books by category, enabling category search and downloads.
Download dataset
Load assets, import libraries, and verify zero missing values, then inspect the dataset’s shape, list unique categories and books, and plan a book classification model.
Explore data exploration, preprocessing, and splitting the dataset into training and testing sets using train_test_split, then apply feature extraction with tf-idf encoding.
Fit a linear support vector machine using tf-idf features and cross-validation to classify books by category, and assess the model's mean accuracy around 0.7 before predicting user-uploaded items.
Predict book categories from text extracted from pdfs using machine learning, with preprocessing, model selection (logistic regression, decision trees), and cross-validation to label web development texts.
Dump and load a book classification model with pickle, save and load the classifier, and run predictions on book data from PDFs using PyPDF2.
Become Artificial Intelligence Engineer.
This is a step-by-step course on how to create book classification using machine learning. It covers Numpy, Pandas, Matplotlib, Scikit learns, and Django, and at the end predictive model is deployed on Django. Most of the things machine learning beginners do not know is how they can deploy a created model. How to put created model into the application? The training model and get 80%, 85%, or 90% accuracy does not matter. As Artificial Intelligence Engineer you should be able to put created model into the application.
Actually, learning how to deploy a Machine Learning model created by machine learning is a big win for you and is a motivating effect towards improving, embracing, and learning machine learning. The piece me off when I hear people saying Artificial Intelligence is not really. It is just a theoretical study. Let's learn together how to deploy models, solve people’s problems and change people's minds about Artificial Intelligence.
At the end of this course, you will become Artificial Intelligence by your ability to put created models into the application and solve people's problems. Not only that you will be exposed to a few concepts of Django which are Python web framework and current trending web framework. By understanding Django, you will be able to deploy the previously created model you could not in the previous time.