Course details
1. Front- EndComputer Science Fundamentals
HTML 5
CSS 3
JavaScript
Bootstrap
UI/UX design Principles
2. Version Control
Git
3. Back-end
Python (Django)
PHP (Laravel)
4. Databases
MySQL
MongoDB
Firebase
SQLite
5. Test Driven Development (TDD)
Unittest
Mocha
Chai
Mockito
Machine learning
1. Getting Started
2. Data Preprocessing
3. Regression: Simple Linear Regression, Multiple Linear Regression, Polynomial Regression, SVR, Decision Tree Regression, Random Forest Regression
4. Classification: Logistic Regression, K-NN, SVM, Kernel SVM, Naive Bayes, Decision Tree Classification, Random Forest Classification
5. Clustering: K-Means, Hierarchical Clustering
6. Association Rule Learning: Apriori, Eclat
7. Reinforcement Learning: Upper Confidence Bound, Thompson Sampling
8. Natural Language Processing: Bag-of-words model and algorithms for NLP
9. Dimensionality Reduction: PCA, LDA, Kernel PCA
10. Model Selection & Boosting: k-fold Cross Validation, Parameter Tuning, Grid Search, XGBoost
Deep learning
1. Artificial Neural Networks to solve a Customer Churn problem
2. Convolutional Neural Networks for Image Recognition
3. Recurrent Neural Networks to predict Stock Prices
4. Self-Organizing Maps to investigate Fraud
5. Boltzmann Machines to create a Recomender System
6. Stacked Autoencoders Updated on 10 February, 2020
Eligibility / Requirements
A passion and interest in full-stack softare development and machine learning, O levels.
Job roles this course is suitable for:
Software Engineer (Framework) , Principle Software Engineer Principle , Software Developer , Senior Software DeveloperAbout Ubunifu College
Ubunifu College is market driven model of higher education delivering competency-based certifications consistently to produce brilliant talent on cutting edge technologies such as Software Engineering, AI, Data Science, Robotics & Blockchain. Ubunifu is a hybrid of a University, a coding bootcamp and a startup accelerator.
Our focus is to develop students’ capacity to innovate by constantly immersing them into a vigorous study exercise that simulates real world problem solving challenges. Students join with an idea of what they want to build at the end of their study and our job is to focus on helping them achieve their dreams by creating tech strartup companies out of their ideas. At Ubunifu, students don’t graduate with certificates and hats but they graduate when they launch their startup to market. We also have a Centre for Artificial Intelligence Research and Development known as Ubunifu Labs. Here we do research on some problems facing the general consumer market and offer viable solutions.
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