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Advanced Machine Learning

Live Training Led by Tech Masters!

During this Interactive Live training on Advanced Machine Learning you will learn to make Algorithms in Python from our Machine Learning & Data Science experts who are highly sought after skills in tech and gets the  hands-on experience which will prepare and equip you with the in-demand skills required to become a successful AI practitioner.

You will be practicing all the applications on Python, TensorFlow & the tools which our experts will be teaching you. After finishing this specialization, you will likely find creative ways to apply it to your work & add the certification to your professional portfolio to attract future employers.

 

What will you learn?

 

You’ll understand how to build neural networks

You’ll learn how to lead machine learning projects.

  You’ll implement deep neural network for the task of image captioning.

You’ll build, train, and deploy different types of deep learning architectures.

You’ll understand the algorithms in detail.

You’ll also use Keras, Python, TensorFlow, Jupyter  & Anaconda to  develop, train,       load and test the Deep Learning models.

You’ll develop intuition about the logics making all the magic happen.

View Course Outline

Our Approach for ZOOM Interactive Classes

After establishing a reputable Physical Training Model, based on our stellar records and customer earned trust we gradually progressed to establish the same reputation in the Live Training Model. We are committed to empowering you by making our trainings accessible, interactive, and well-curated specifically to your objective.

live training process 2

Schedule

Starting

19th June 2021

Duration

8 Weeks

Timings

11:00 AM – 4:00 PM

Language

Urdu/Hindi

Instructor

Meet the trainer of this course who is Advance Machine Learning expert!

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Mr. Albab Ahmad Khan

Deep Learning Engineer | Data Scientist

Mr. Albab has been working as Data Scientist for Telecom Sector, Government Organizations and Research Labs. He is the author of various International Conference Publications as well as Journal Publications in Data Science, Machine Learning and Biomedical Image Processing. His key expertise are in domains of Machine Learning, Deep Learning, Data Mining, Data Driven Marketing and Data Prediction.

Tools & Libraries 

Course Outline

Below is the detailed outline with weekly themes

Week 0: Foundation Week (For Non-Pythonians)

Interactive Discussions on Assignment
Types of Variables
Data Visualizations (Scatter plot, Histogram, Bar plots, Line plots, Heat maps)
Data Centricity (Mean, Modes, Median, STD, Variance, Interquantile Range).
Data Transformation (Log, Natural Log, Min Max )
Data Cleaning in Python
Visualization on Matplotlib
 Basics of Data Science Flow
Anaconda Installation
Intro to Jupyter Notebook
Intro to Python
Python Objects & Data Structure
Subsetting (Strings, Lists, Dictionaries)
Python Comparison Operators
Python Statements
Methods & Functions
Importing Data in Python
Pandas Basics in Python
Subsetting Dataframes in Pandas
Data Aggregation using Group By, Pivot, and Melt
Hands-On Assignment of Python

Week 1: Deep Learning Flow and Python

Introduction to Deep Learning
Applications of Deep Learning in Industry
Python for Deep Learning
Numpy for Deep Learning

Week 2: Credit Scoring

Basic Neural Network
Tensorflow Tutorial
Optimization with Gradient Descent
Forward & Backward Propagation
Shallow Neural Networks
Deep Neural Networks
Neural Networks Mathematics
Hyper parameter Tuning – part 1
Credit Scoring with Deep Learning

Week 3: Image Classification Multi Class

Activation Functions
Loss Functions
Bias & Variance
Image Classification with Deep Learning
Hyperparameter Tuning – part 2
Regularization (L1, L2, Dropout)
Optimization Algorithms
Batch Normalization
Deep Learning Strategy for Practical Problems
Error Analysis

Week 4: Computer Vision

Keras Tutorial
Convolution Operation
Convolutional Neural Networks & Implementation
AlexNet, Inception, VGG and CNN architectures
Transfer Learning

Week 5: Object Detection

Object Localization
Landmark Detection
Object Detection
Anchor Boxes & YOLO Algorithm
Gestures/Emotions classification with Landmarks

Week 6: Face Recognition

One Shot Learning
Detection & Recognition
Triplet Loss
Siamese Networks
Face Recognition
Autoencoders

Week 7: Disease Prediction from ECG using RNNs & NLP

Sequenced/Temporal Data
Recurrent Neural Networks
Long Short Term Memory (LSTM)
Disease Prediction using ECG
Word2Vec
GloVe
Sentiment Classification

Week 8: Face Generation with Generative Adversarial Networks

Generative Adversarial Network
Deep Convolutional GANs
PIX2PIX & Cyclegan
Face Generation

Pricing Details

 

Online Banking details will be shared by our representatives after you reserve your seat

  • Individual Price
    • PKR 22,000 Per Person
    • Total charges for complete training
    • Book a seat
  • Group of Two
  • Group of Three

Frequently Asked Questions

Who should attend the course?

Graduate or Masters Students with IT, CS or AI background who want to start their career in the Artificial Intelligence & Data Science domain

People who are working in the Data Analytics, AI & Data Science domain and want to advance their career

Executive who want to build a Data Analytics & AI department in their start-ups/organizations

What is the timing of the course?

Duration: 8 weeks (Saturdays & Sundays)
Timings: 11AM – 4PM

Who are the Instructors?

How much hands-on will be performed in this course?

Since our courses are led by Industry Experts so it is made sure that content covered in course is designed with hand on knowledge of more than 70-75 % along with supporting theory.

What are the PC requirements?

For Advanced Machine Learning course, you need to have a PC with minimum 4GB RAM.

What if I miss any of the lectures?

Don’t worry! We have got you covered. You shall be shared recorded lectures after each session, in case you want to revise your concepts or miss the lecture due to some personal or professional commitment.

How will this training ensure hands-on practice?

For executing the practical’s included in the AML Training, you will set-up tool on your machine. The installation manual for tool prep will be provided to help you install and set-up the required environment.

What sort of projects will be part of this Live Training?

This Certification Training course includes multiple real-time, industry-based projects, which will hone your skills as per current industry standards and prepare you for the future career needs.

Will I get a certificate after this course?

Yes, you will be awarded with a course completion certificate by Dice Analytics. We also keenly conduct an annual convocation for the appreciation and recognition of our students.

Can I get a job after this course?

Since our instructors are industry experts so they do train the students about practical world and also recommend the shinning students in industry for relevant positions.

Reserve your Seat

You can reserve your seat  by filling the form below!

     
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