Deep Learning With PyTorch - Full Course

Patrick Loeber

AllInOne Pie Torch Video This video is a combination of all the parts from the beginner pie torch playlist, providing a comprehensive course that covers the fundamentals of the deep learning framework. By the end of this course, you'll have the confidence to handle intermediate-level tasks. In this first video, I'll show you how to install PyTorch, so let's get started. The CUDA toolkit is a development environment that enables the creation of high-performance GPU-accelerated applications. To use it, you'll need an NVIDIA GPU in your machine. If you're on Linux or Windows and want to have GPU support, you'll need to install the CUDA toolkit, and the newest version is 10.2. In PyTorch, everything is based on tensor operations. Numpy arrays and vectors are familiar to most people, and in PyTorch, everything is a tensor. A tensor can have different dimensions. For instance, if we set the value to three, it's a one-dimensional vector with three elements. We can also make it two-dimensional. You'll also learn how to convert numpy arrays to PyTorch tensors and vice versa.

 

 

We can construct a tensor from data, such as a Python list: set = x + y performs element-wise addition: c = set We can also use subtraction: set = x - y To reshape a tensor or convert between Numpy and a Torch tensor: First, import Numpy: import numpy We must ensure the number of elements remains the same: For example, to reshape a 4x4 tensor so that the two dimensions are unspecified: new_tensor = torch.Tensor(numpy_array).reshape(-1, 2) When tensors are on the CPU (not on the GPU), they share the same memory location: This means that if we modify one, we also modify the other: a.add_(1) (The underscore functions modify in place.)

 

 

Thank you for watching this tutorial. If you found it helpful, please consider subscribing to our channel. We covered the autograd package in PyTorch and how it allows us to calculate gradients, which are essential for optimizing our models. This is an important concept to

Because you never learned dimensional analysis in physical chemistry while at CSU, you have been working at a fast food restaurant wrapping hamburgers. Each hour you can wrap 168 hamburgers, and you work 40 hours per week, making $8.25 per hour. How many hamburgers will you need to wrap to make your first million dollars? How many years will it take to do this? Every three times you clean my bedroom, your mother bakes you an apple pie. You cleaned your bedroom 12 times. How many apple pies does she owe you? A Chicago State senior chemistry major was applying to graduate schools and wondered how many applications she needed to send. Her advisor explained that with her excellent GPA she would probably be accepted to one school out of every three to which she applied. [3 applications = 1 acceptance]. She immediately realized that for each application she would have to write 2 essays, [1 applications = 2 essays] and each essay would require 2 hours work [1 essay = 2 hours]. Of course, writing essays is no simple matter. For each hour of serious essay writing, she would need to expend 500 calories [1 hour = 500 calories, which she could derive from her mother's apple pies [1 pie = 500 calories]. How many times would she have to clean her room in order to gain acceptance to 5 graduate schools? Pressure = Force/area^2. Compute the units of pressure in terms of fundamental SI units. Surface Tension = d(work)/d(Area). Compute the units of surface tension in terms of fundamental SI Units.

The Toyota Prius, a hybrid vehicle, has an EPA gas mileage rating of 52 miles/gallon in the city. How many miles can a Prius travel on a pop can of gasoline (a soda pop can has 355 mL). Because you never learned dimensional analysis in physical chemistry while at CSU, you have been working at a fast food restaurant wrapping hamburgers. Each hour you can wrap 168 hamburgers, and you work 40 hours per week, making $8.25 per hour. How many hamburgers will you need to wrap to make your first million dollars? How many years will it take to do this? Every three times you clean my bedroom, your mother bakes you an apple pie. You cleaned your bedroom 12 times. How many apple pies does she owe you? A Chicago State senior chemistry major was applying to graduate schools and wondered how many applications she needed to send. Her advisor explained that with her excellent GPA she would probably be accepted to one school out of every three to which she applied. [3 applications = 1 acceptance]. She immediately realized that for each application she would have to write 2 essays, [1 application = 2 essays] and each essay would require 2 hours work [1 essay = 2 hours]. Of course, writing essays is no simple matter. For each hour of serious essay writing, she would need to expend 500 calories [1 hour = 500 calories which she could derive from her mother's apple pies [1 pie = 500 calories]. How many times would she have to clean her room in order to gain acceptance to 5 graduate schools? Pressure = Force/area^2. Compute the units of pressure in terms of fundamental SI units. Surface Tension = d(work)/d(Area). Compute the units of surface tension in terms of fundamental SI Units.

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