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Deep Learning Prerequisites The Numpy Stack in Python (V2+) [CoursesGhar]

107 files • 1.73 GB

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01 Welcome and Logistics

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001 Introduction and Outline.en.srt

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001 Introduction and Outline.mp4

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002 Extra Resources.en.srt

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002 Extra Resources.mp4

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02 Numpy (New)

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003 Numpy Section Introduction.en.srt

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003 Numpy Section Introduction.mp4

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004 Arrays vs Lists.en.srt

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004 Arrays vs Lists.mp4

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005 Dot Product.en.srt

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005 Dot Product.mp4

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006 Speed Test.en.srt

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006 Speed Test.mp4

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007 Matrices.en.srt

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007 Matrices.mp4

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008 Solving Linear Systems.en.srt

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008 Solving Linear Systems.mp4

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009 Generating Data.en.srt

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009 Generating Data.mp4

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010 Numpy Exercise.en.srt

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010 Numpy Exercise.mp4

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011 Where to Learn More Numpy.en.srt

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011 Where to Learn More Numpy.mp4

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012 Suggestion Box.en.srt

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012 Suggestion Box.mp4

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03 Matplotlib (New)

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013 Matplotlib Section Introduction.en.srt

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013 Matplotlib Section Introduction.mp4

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014 Line Chart.en.srt

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014 Line Chart.mp4

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015 Scatterplot.en.srt

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015 Scatterplot.mp4

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016 Histogram.en.srt

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016 Histogram.mp4

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017 Plotting Images.en.srt

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017 Plotting Images.mp4

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018 Matplotlib Exercise.en.srt

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018 Matplotlib Exercise.mp4

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019 Where to Learn More Matplotlib.en.srt

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019 Where to Learn More Matplotlib.mp4

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04 Pandas (New)

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020 Pandas Section Introduction.en.srt

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020 Pandas Section Introduction.mp4

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021 Loading in Data.en.srt

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021 Loading in Data.mp4

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022 Selecting Rows and Columns.en.srt

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022 Selecting Rows and Columns.mp4

Deep Learning Prerequisites The Numpy Stack in Python (V2+) [CoursesGhar]/04 Pandas (New)/022 Selecting Rows and Columns.mp4

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023 The apply() Function.en.srt

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023 The apply() Function.mp4

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024 Plotting with Pandas.en.srt

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024 Plotting with Pandas.mp4

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025 Pandas Exercise.en.srt

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025 Pandas Exercise.mp4

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026 Where to Learn More Pandas.en.srt

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026 Where to Learn More Pandas.mp4

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05 Scipy (New)

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027 Scipy Section Introduction.en.srt

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027 Scipy Section Introduction.mp4

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028 PDF and CDF.en.srt

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028 PDF and CDF.mp4

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029 Convolution.en.srt

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029 Convolution.mp4

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030 Scipy Exercise.en.srt

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030 Scipy Exercise.mp4

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031 Where to Learn More Scipy.en.srt

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031 Where to Learn More Scipy.mp4

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06 Bonus Exercises

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032 More Exercises.en.srt

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032 More Exercises.mp4

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07 Machine Learning Basics

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033 Machine Learning_ Section Introduction.en.srt

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033 Machine Learning_ Section Introduction.mp4

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034 What is Classification_.en.srt

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034 What is Classification_.mp4

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035 Classification in Code.en.srt

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035 Classification in Code.mp4

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036 What is Regression_.en.srt

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036 What is Regression_.mp4

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037 Regression in Code.en.srt

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037 Regression in Code.mp4

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038 What is a Feature Vector.en.srt

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038 What is a Feature Vector.mp4

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039 Machine Learning is Nothing but Geometry.en.srt

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040 All Data is the Same.en.srt

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040 All Data is the Same.mp4

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041 Comparing Different Machine Learning Models.en.srt

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041 Comparing Different Machine Learning Models.mp4

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042 Machine Learning and Deep Learning_ Future Topics.en.srt

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042 Machine Learning and Deep Learning_ Future Topics.mp4

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043 Machine Learning Section Summary.en.srt

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043 Machine Learning Section Summary.mp4

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08 Setting Up Your Environment (FAQ by Student Request)

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044 Windows-Focused Environment Setup 2018.en.srt

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044 Windows-Focused Environment Setup 2018.mp4

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045 How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.en.srt

Deep Learning Prerequisites The Numpy Stack in Python (V2+) [CoursesGhar]/08 Setting Up Your Environment (FAQ by Student Request)/045 How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.en.srt

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045 How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.mp4

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09 Extra Help With Python Coding for Beginners (FAQ by Student Request)

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046 Python 2 vs Python 3.en.srt

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046 Python 2 vs Python 3.mp4

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047 Proof that using Jupyter Notebook is the same as not using it.en.srt

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047 Proof that using Jupyter Notebook is the same as not using it.mp4

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10 Effective Learning Strategies for Machine Learning (FAQ by Student Request)

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048 Machine Learning and AI Prerequisite Roadmap (pt 1).en.srt

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048 Machine Learning and AI Prerequisite Roadmap (pt 1).mp4

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049 Machine Learning and AI Prerequisite Roadmap (pt 2).en.srt

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049 Machine Learning and AI Prerequisite Roadmap (pt 2).mp4

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11 Appendix _ FAQ Finale

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050 BONUS_ Where to get Udemy coupons and FREE deep learning material.en.srt

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050 BONUS_ Where to get Udemy coupons and FREE deep learning material.mp4

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More !!! Courses.url

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