Data Science for Swift/Python Hackers.
- Free tutorial
- Rating: 4.1 out of 54.1 (11 ratings)
- 4,323 students
- 1hr 14min of on-demand video
- Created by Brian Rouse
- English
What you’ll learn
- Anaconda
- Jupyter
- iPython
- scikit-learn
- Accelerate Framework
- Basic Neural Network Subroutines (BNNS)
- Build Cancer Predicting Neural Network
- Build Swift BIRADS App!
Requirements
- Students should have an intermediate knowledge of an OOPL.
Description
BI-RADS DATA SCIENCE FOR SWIFT/PYTHON HACKERS, is a course designed by an iOS Developer for iOS and Python Developers. In this course you will delve into Data Science on a level past using coreML for Machine Learning.
You will learn iPython enough to implement algorithms used in Data Science with little effort. As a Swift Programmer you will find the syntax needed to flow through iPython in Jupyter a breeze!!!
After grasping a thorough knowledge of supervised learning in the first two sections, you will dive into xCode and write a Logistic Regression Binary Based application.
In your final project, you will build BIRADS, a Breast Imaging-Reporting and Data System that takes the output data from a Neural Network and assigns a BI-RADS Category given input from the following features…
Sample code number ID number
2. Clump Thickness 1 – 10
3. Uniformity of Cell Size 1 – 10
4. Uniformity of Cell Shape 1 – 10
5. Marginal Adhesion 1 – 10
6. Single Epithelial Cell Size 1 – 10
7. Bare Nuclei 1 – 10
8. Bland Chromatin 1 – 10
9. Normal Nucleoli 1 – 10
10. Mitoses 1 – 10
11. Class: (1 for benign, 0 for malignant)
FULL SOURCE CODE APPLICATION INCLUDED!
Who this course is for:
- iOS Developers interested in Data Science && Machine Learning on a greater level than coreML.
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Course content
5 sections • 9 lectures • 1h 13m total lengthCollapse all sections
Introduction1 lecture • 2min
- Course Introduction02:11
KNN CLASSIFIERS1 lecture • 19min
- KNN CLASSIFIERS19:03
LOGISTIC REGRESSION1 lecture • 6min
- LOGISTIC REGRESSION06:24
BUILD BIRADS CANCER DIAGNOSIS APP WITH SWIFT!3 lectures • 26min
- BIRADS UI Overview06:48
- BUILDING UI: PART 108:21
- BUILDING UI: PART 211:09
BUILD BIRADS CANCER DIAGNOSIS APP: Final Project3 lectures • 20min
- BIRADS: Code App10:40
- BIRADS Final Project09:08
- Bonus Lecture: Free Bonus Courses00:04
