Laimoon.comhttps://courses.laimoon.com/sitemap/rss Courses in Dubai, Abu Dhabi, Sharjah Diplomas, Degrees & Doctorates - Laimoon Course Guide en-us <![CDATA[Full-Stack Software Development with Machine Learning - Ubunifu College , Kenya, Nairobi ]]>https://courses.laimoon.com/course/full-stack-software-development-with-machine-learning-ubunifu-college-of-artificial-intelligence/online Computer 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

Cost: 150000 KES

Duration: Upto 7 Months

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1. Computer Science Fundamentals
2. HTML5
3. CSS3
4. Bootstrap
5. JavaScript
Version Control
6. Git
Simple Back-end
7. Firebase Database
8. Building a simple Back-end using Firebase & JavaScript

9. UI/UX Best Practices
10. Software Development Life Cycle & Best Practices
11. Deploy your product to a web server
 

Cost: 30000 KES

Duration: Upto 6 Weeks

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