ROM Robotics, Research & Developments in Automation, was established in 07 July 2017.
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AI Engineer တစ်ယောက်အဖြစ်ရပ်တည်နိုင်မယ့် Diploma ဖြစ်ပါတယ်။
Syllabus
What is machine learning and Deep learning Various machine learning of supervised learning, unsupervised learning and reinforcement learning.
Image segmentation, Image smoothing and sharpening, Edge Detect Algorithms
Basic color detection with RGB and maximizing the pixels values
K-nearest Neighbours Algorithms, Support Vector Machine Algorithms
Glob modules, Scikit-learn and Scikit-image library
Build a recommendation AI System with Decision Tree and Random Forest Algorithm
Basic mathematics knowledge of Vectors and Matrix, Linear transformations
Power rule, Chain rule, Product rule, Sum rule
Continuous prediction with linear regression algorithm
Straight line formula wx+b for linear classifiers
Input layer, hidden layer and output layer
Evaluation Metrics
Wine dataset training and prediction
Convolutional layers, pooling layers, activation layers Inception net for DCNN mobile net for embedded and mobile devices Ultralytics YOLO for object detection
Time series data forecasting
Tokenization, Lemmatization, stemming, Bag of words, N-grams Virtual assistant & Chatbot
Q-learning, Environment state, action, rewards for agent K-Armed Bandit problem with ε-greedy
Module 1 - Linux System Administration
Module 2 - Python Programming Language
Module 3 - Image processing & Computer vision
Module 4 - ML Training data with KNN
Module 5 - Linear Algebra, Calculus
Module 6 - Higher Dimensions with Linear Regression & Decision Tree
module 7 - Tensor flow and Pytorch Library