Laptop cleaned data note - can remove gpu name because it can't be categorized column but give useful info because price can vary because of dedicated gpu like nvidia or intel integrated gpu and amd readeon gpu these can be categorized in these three.

Use this dataset to install RAPIDS in Kaggle notebooks. Installation takes 1 minute. Add the following lines of code to your notebook and turn GPU on. Change rapids.21.06 below to the version desired. (Currently v21.06, v0.19, v0.18 and v0.17 are available).

import sys
!cp ../input/rapids/rapids.21.06 /opt/conda/envs/rapids.tar.gz
!cd /opt/conda/envs/ && tar -xzvf rapids.tar.gz > /dev/null
sys.path = ["/opt/conda/envs/rapids/lib/python3.7/site-packages"] + sys.path
sys.path = ["/opt/conda/envs/rapids/lib/python3.7"] + sys.path
sys.path = ["/opt/conda/envs/rapids/lib"] + sys.path 
!cp /opt/conda/envs/rapids/lib/libxgboost.so /opt/conda/lib/

Read more about RAPIDS here. The RAPIDS libraries allow us to perform all our data science on GPUs including reading data, transforming data, modeling, validation, and prediction. The package cuDF provides Pandas functionality and cuML provides Scikit-learn functionality. Other packages provide additional tools.

Since GPUs are faster than CPUs, we save time, save money, and can increase model accuracy by performing additional tasks like hyperparameter searches, feature engineering and selection, data augmentation, and ensembling with bagging and boosting.

Matrix Multiplication Results (with GPU)

At first release, all data are still raw.

https://upload.wikimedia.org/wikipedia/en/thumb/a/a4/NVIDIA_logo.svg/731px-NVIDIA_logo.svg.png" alt="NVidia">

• Nvidia Corporation is an American multinational technology company incorporated in Delaware and based in Santa Clara, California.

• It designs graphics processing units (GPUs) for the gaming and professional markets, as well as system on a chip units (SoCs) for the mobile computing and automotive market.

• Its primary GPU line, labeled "GeForce", is in direct competition with the GPUs of the "Radeon" brand by Advanced Micro Devices (AMD). Nvidia expanded its presence in the gaming industry with its handheld game consoles Shield Portable, Shield Tablet, and Shield Android TV and its cloud gaming service GeForce Now.

• Its professional line of GPUs are used in workstations for applications in such fields as architecture, engineering and construction, media and entertainment, automotive, scientific research, and manufacturing design.

• In addition to GPU manufacturing, Nvidia provides an application programming interface (API) called CUDA that allows the creation of massively parallel programs which utilize GPUs.They are deployed in supercomputing sites around the world. More recently, it has moved into the mobile computing market, where it produces Tegra mobile processors for smartphones and tablets as well as vehicle navigation and entertainment systems.It recently acquired ARM

# Let us analyze the performance of this solid star!

Context

Advanced Micro Devices, Inc. operates as a semiconductor company worldwide. The company operates in two segments, Computing and Graphics; and Enterprise, Embedded and Semi-Custom. Its products include x86 microprocessors as an accelerated processing unit, chipsets, discrete and integrated graphics processing units (GPUs), data center and professional GPUs, and development services; and server and embedded processors, and semi-custom System-on-Chip (SoC) products, development services, and technology for game consoles. The company provides x86 microprocessors for desktop PCs under the AMD Ryzen, AMD Ryzen PRO, Ryzen, Threadripper, AMD A-Series, AMD FX, AMD Athlon, AMD Athlon PRO, and AMD Pro A-Series processors brands; microprocessors for notebook and 2-in-1s under the AMD Ryzen processors with Radeon Vega GPUs, AMD A-Series, AMD Athlon, AMD Ryzen PRO, and AMD Pro A-Series processors brands; microprocessors for servers under the AMD EPYC and AMD Opteron brands; and chipsets under the AMD trademark. It also offers discrete GPUs for desktop and notebook PCs under the AMD Radeon graphics and AMD Embedded Radeon brands; professional graphics products under the AMD Radeon Pro and AMD FirePro graphics brands; and Radeon Instinct accelerators for servers. In addition, the company provides embedded processor solutions for interactive digital signage, casino gaming, and medical imaging under the AMD Opteron, AMD Athlon, AMD Geode, AMD Ryzen, AMD EPYC, AMD R-Series, and G-Series processors brands; and customer-specific solutions based on AMD CPU, GPU, and multi-media technologies, as well as semi-custom SoC products. It serves original equipment and design manufacturers, datacenters, original design manufacturers, system integrators, independent distributors, online retailers, and add-in-board manufacturers through its direct sales force, independent distributors, and sales representatives. The company was founded in 1969 and is headquartered in Santa Clara, California.

Content

What's inside is more than just rows and columns. Make it easy for others to get started by describing how you acquired the data and what time period it represents, too.

import yfinance as yf 
df = yf.download(tickers="AMD") 
df.to_csv('AMD.csv')

Acknowledgements

This data collected with one line code using yahoo finance and yfinance library.

Company Description

NVIDIA Corp. engages in the design and manufacture of computer graphics processors, chipsets, and related multimedia software. It operates through the following segments: Graphics Processing Unit (GPU), Tegra Processor, and All Other. The GPU segment comprises of product brands, which aims specialized markets including GeForce for gamers; Quadro for designers; Tesla and DGX for AI data scientists and big data researchers; and GRID for cloud-based visual computing users. The Tegra Processor segment integrates an entire computer onto a single chip, and incorporates GPUs and multi-core CPUs to drive supercomputing for autonomous robots, drones, and cars, as well as for consoles and mobile gaming and entertainment devices. The All Other segment refers to the stock-based compensation expense, corporate infrastructure and support costs, acquisition-related costs, legal settlement costs, and other non-recurring charges. The company was founded by Jen Hsun Huang, Chris A. Malachowsky, and Curtis R. Priem in January 1993 and is headquartered in Santa Clara, CA.

Contact Information

NVIDIA Corp. 2788 San Tomas Expressway Santa Clara California 95051 P:(408) 486-2000 www.nvidia.com

Shareholders

Mutual fund holders 39.32% Other institutional 30.89% Individual stakeholders 3.75%