A.I. WEEKEND
8 Weeks


Our weekend bootcamp lasts 8 weeks and covers the most important aspects of Machine Learning/Deep Learning. The course consists of theory, coding and labs that will introduce you to the bleeding edge of Data Science and Deep Learning.

NYC

Starting in November

Boston

Starting in November

DC

Starting in November

SF

Starting in November

Tuition

USD 8,000
Scholarships and Payment Plans available for highly qualified candidates – contact us

Course Details

Who Should Apply

Class meets from 10am-6pm Saturday and Sunday
112 hours with take home work after each weekend

Weeks 1-8: Lectures, Labs
After Bootcamp: Onsite or Offsite paid client work
Job placement and support through our client network, ODSC’s client network, and Experfy’s client network

Candidates should take this course if they have a background in the physical sciences or business experience as a software engineer and are comfortable in statistics and/or mathematics.

Candidates without a programming background will need to take our Python crash course. Email us for more details info@ivydatascience.com

Curriculum

Week 1 – Data Science Overview

Background
Cloud computing
Databases
Statistics:
Frequentist vs Bayesian
Distributions
Algorithms

Week 2 – Hadoop, Spark and Flink

Hadoop
MapReduce, Yarn, Ambari
Data streams
Spark 2.0
ApacheFlink
Labs

Week 3 – Julia and Python

Python
SciPy
NumPy
Pandas
Scikit-learn
Julia
Labs

Week 4 – Machine Learning

Supervised Learning:
Decision Trees
Naïve Bayesian Classifier
k-Nearest Neighbor
Support Vector Machines
Unsupervised Learning:
Clustering
PCA
Labs

Week 5 – Deep Learning I

Computer Vision Overview
GPU computing
Convolutional neural networks
Frameworks, e.g., TensorFlow
TensorFlow Labs

Week 6 – Deep Learning II

Recurrent neural networks
Natural language processing
LSTM
TensorFlow Labs

Week 7 – Deep Learning III

Deep reinforcement learning
Intro to Gaussian Processes
Cognitive computing
TensorFlow Labs

Week 8 – IoT & Visualisation

IoT Overview:
Sensor data
d3
Business Reporting
Wrap up