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Machine Learning & Data Science Foundations Masterclass
TORRENT SUMMARY
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To be a good data scientist, you need to know how to use data science and machine learning libraries and algorithms, such as NumPy, TensorFlow and PyTorch, to solve whichever problem you have at hand.
To be an excellent data scientist, you need to know how those libraries and algorithms work.
This is where our course “Machine Learning & Data Science Foundations Masterclass” comes in. Led by deep learning guru Dr. Jon Krohn, this first entry in the Machine Learning Foundations series will give you the basics of the mathematics such as linear algebra, matrices and tensor manipulation, that operate behind the most important Python libraries and machine learning and data science algorithms.
The first step in your journey into becoming an excellent data scientist is broken down as follows:
Section 1: Linear Algebra Data Structures
Section 2: Tensor Operations
Section 3: Matrix Properties
Section 4: Eigenvectors and Eigenvalues
Section 5: Matrix Operations for Machine Learning
Throughout each of the sections, you’ll find plenty of hands-on assignments and practical exercises to get your math game up to speed!
Are you ready to become an excellent data scientist? Enroll now!
See you in the classroom.
Who this course is for:
You use high-level software libraries (e.g., scikit-learn, Keras, TensorFlow) to train or deploy machine learning algorithms, and would now like to understand the fundamentals underlying the abstractions, enabling you to expand your capabilities
You’re a software developer who would like to develop a firm foundation for the deployment of machine learning algorithms into production systems
You’re a data scientist who would like to reinforce your understanding of the subjects at the core of your professional discipline
You’re a data analyst or A.I. enthusiast who would like to become a data scientist or data/ML engineer, and so you’re keen to deeply understand the field you’re entering from the ground up (very wise of you!)
Requirements
All code demos will be in Python so experience with it or another object-oriented programming language would be helpful for following along with the hands-on examples.
Familiarity with secondary school-level mathematics will make the class easier to follow along with. If you are comfortable dealing with quantitative information — such as understanding charts and rearranging simple equations — then you should be well-prepared to follow along with all of the mathematics.
Last Updated 11/2020
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FILE LIST
Filename
Size
TutsNode.com.txt
63 B
[TutsNode.com] - Machine Learning & Data Science Foundations Masterclass/1. Data Structures for Algebra/1. Introduction.html
2.6 KB
[TutsNode.com] - Machine Learning & Data Science Foundations Masterclass/1. Data Structures for Algebra/10. Generic Tensor Notation.mp4
39.7 MB
[TutsNode.com] - Machine Learning & Data Science Foundations Masterclass/1. Data Structures for Algebra/10. Generic Tensor Notation.srt
8.3 KB
[TutsNode.com] - Machine Learning & Data Science Foundations Masterclass/1. Data Structures for Algebra/11. Exercises on Algebra Data Structures.mp4
10.3 MB
[TutsNode.com] - Machine Learning & Data Science Foundations Masterclass/1. Data Structures for Algebra/11. Exercises on Algebra Data Structures.srt
2.7 KB
[TutsNode.com] - Machine Learning & Data Science Foundations Masterclass/1. Data Structures for Algebra/2. What Linear Algebra Is.mp4
133 MB
[TutsNode.com] - Machine Learning & Data Science Foundations Masterclass/1. Data Structures for Algebra/2. What Linear Algebra Is.srt
28.2 KB
[TutsNode.com] - Machine Learning & Data Science Foundations Masterclass/1. Data Structures for Algebra/3. Linear Algebra Exercise.mp4
37.5 MB
[TutsNode.com] - Machine Learning & Data Science Foundations Masterclass/1. Data Structures for Algebra/3. Linear Algebra Exercise.srt
6.5 KB
[TutsNode.com] - Machine Learning & Data Science Foundations Masterclass/1. Data Structures for Algebra/4. Tensors.mp4
13.8 MB
[TutsNode.com] - Machine Learning & Data Science Foundations Masterclass/1. Data Structures for Algebra/4. Tensors.srt
3.2 KB
[TutsNode.com] - Machine Learning & Data Science Foundations Masterclass/1. Data Structures for Algebra/5. Scalars.mp4
96 MB
[TutsNode.com] - Machine Learning & Data Science Foundations Masterclass/1. Data Structures for Algebra/5. Scalars.srt
15.9 KB
[TutsNode.com] - Machine Learning & Data Science Foundations Masterclass/1. Data Structures for Algebra/6. Vectors and Vector Transposition.mp4
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[TutsNode.com] - Machine Learning & Data Science Foundations Masterclass/1. Data Structures for Algebra/6. Vectors and Vector Transposition.srt
13.2 KB
[TutsNode.com] - Machine Learning & Data Science Foundations Masterclass/1. Data Structures for Algebra/7. Norms and Unit Vectors.mp4
70.5 MB
[TutsNode.com] - Machine Learning & Data Science Foundations Masterclass/1. Data Structures for Algebra/7. Norms and Unit Vectors.srt
17 KB
[TutsNode.com] - Machine Learning & Data Science Foundations Masterclass/1. Data Structures for Algebra/8. Basis, Orthogonal, and Orthonormal Vectors.mp4
27.7 MB
[TutsNode.com] - Machine Learning & Data Science Foundations Masterclass/1. Data Structures for Algebra/8. Basis, Orthogonal, and Orthonormal Vectors.srt
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[TutsNode.com] - Machine Learning & Data Science Foundations Masterclass/1. Data Structures for Algebra/9. Matrix Tensors.mp4
48.3 MB
[TutsNode.com] - Machine Learning & Data Science Foundations Masterclass/1. Data Structures for Algebra/9. Matrix Tensors.srt
9.6 KB
[TutsNode.com] - Machine Learning & Data Science Foundations Masterclass/2. Common Tensor Operations/1. Segment Intro.mp4
4.7 MB
[TutsNode.com] - Machine Learning & Data Science Foundations Masterclass/2. Common Tensor Operations/1. Segment Intro.srt
1.8 KB
[TutsNode.com] - Machine Learning & Data Science Foundations Masterclass/2. Common Tensor Operations/2. Tensor Transposition.mp4
23.5 MB
[TutsNode.com] - Machine Learning & Data Science Foundations Masterclass/2. Common Tensor Operations/2. Tensor Transposition.srt
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[TutsNode.com] - Machine Learning & Data Science Foundations Masterclass/2. Common Tensor Operations/3. Basic Tensor Arithmetic, incl. the Hadamard Product.mp4
34 MB
[TutsNode.com] - Machine Learning & Data Science Foundations Masterclass/2. Common Tensor Operations/3. Basic Tensor Arithmetic, incl. the Hadamard Product.srt
6.6 KB
[TutsNode.com] - Machine Learning & Data Science Foundations Masterclass/2. Common Tensor Operations/4. Tensor Reduction.mp4
18.4 MB
[TutsNode.com] - Machine Learning & Data Science Foundations Masterclass/2. Common Tensor Operations/4. Tensor Reduction.srt
3.9 KB
[TutsNode.com] - Machine Learning & Data Science Foundations Masterclass/2. Common Tensor Operations/5. The Dot Product.mp4
32.9 MB
[TutsNode.com] - Machine Learning & Data Science Foundations Masterclass/2. Common Tensor Operations/5. The Dot Product.srt
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[TutsNode.com] - Machine Learning & Data Science Foundations Masterclass/2. Common Tensor Operations/6. Exercises on Tensor Operations.mp4
13.7 MB
[TutsNode.com] - Machine Learning & Data Science Foundations Masterclass/2. Common Tensor Operations/6. Exercises on Tensor Operations.srt
3 KB
[TutsNode.com] - Machine Learning & Data Science Foundations Masterclass/2. Common Tensor Operations/7. Tensor Substitution.mp4
37.8 MB
[TutsNode.com] - Machine Learning & Data Science Foundations Masterclass/2. Common Tensor Operations/7. Tensor Substitution.srt
11.6 KB
[TutsNode.com] - Machine Learning & Data Science Foundations Masterclass/2. Common Tensor Operations/8. Tensor Elimination.mp4
41 MB
[TutsNode.com] - Machine Learning & Data Science Foundations Masterclass/2. Common Tensor Operations/8. Tensor Elimination.srt
