INTRODUCTION
The process of decision making has always presented a challenge to many organizations worldwide especially with the need to balance scarce resources. The recently introduced concept of machine learning can be an effective way to help with decision making to improve organizational productivity. The course therefore will introduce learners on using ML techniques in TensorFlow to improve the decision-making process.
DURATION
5 days
Course Objectives
By the end of this training, participants will be able to:
Learn how machine learning can be a tool for effective management
Build models for decision making in challenging business environment
Improve management of manpower using ML techniques
Utilize available resources in the best way possible using ML
Improve Supervised vs Unsupervised Machine Learning
Decision making using ML algorithms
Course Outline
Module 1
What is TensorFlow?
TensorFlow code-basics
Graph Visualization
Constants, Placeholders, Variables
Tensorflow Basic Operations
Module 2 - Introduction to Machine Learning
Applications of Machine Learning
Supervised vs Unsupervised Learning
Python libraries suitable for Machine Learning
Linear Regression with TensorFlow
Logistic Regression with Tensor Flow
Module 3 – Neural Networks using TensorFlow
Quick recap of Neural Networks
Activation Functions, hidden layers, hidden units
Illustrate & Training a Perceptron
Important Parameters of Perceptron
Understand limitations of A Single Layer Perceptron
Illustrate Multi-Layer Perceptron
Back-propagation – Learning Algorithm
Understand Back-propagation – Using Neural Network Example
TensorBoard
Module 4 – Classification in Tensorflow
K-Nearest Neighbour
Decision Trees
Logistic Regression
Support Vector Machines
Model Evaluation
Module 5 - Unsupervised Learning
K-Means Clustering
Hierarchical Clustering
Density-Based Clustering
We are proud to offer this course in a variety of training formats to suit your needs.
Our courses are carefully curated to keep you abreast of latest industry trends, technological advancements, and best practices. We employ a variety of teaching methodologies, including hands-on workshops, case studies, and interactive sessions, all aimed at fostering an engaging and effective learning environment. Our expert instructors bring a wealth of knowledge and real-world experience, providing our clients with insights that can be immediately applied in their professional lives.
Our courses serve as a vibrant platform for professionals to connect and engage with a diverse community of peers, industry leaders, and experts. By participating in our programs, you gain access to an invaluable network that spans across various sectors and geographical boundaries. This networking aspect is not just about forming professional relationships; it's about creating a supportive ecosystem where ideas, opportunities, and collaborations can flourish.
Our courses are designed to challenge and inspire professionals to step out of their comfort zones and explore new horizons. Through a combination of theoretical knowledge and practical application, our programs help professionals refine their existing skills and acquire new ones, making them more versatile and competitive.
# | Job Title | Organisation | Country |
---|---|---|---|
1 | SENIOR SUPERVISION OFFICER | Retirement Benefits Authority | Kenya |
2 | NONE | Kenya |