heise-offer:-ix-workshop:-data-science-with-python

heise offer: iX workshop: Data Science with Python

The Python programming language has become the Swiss Army Knife for data scientists. In the interactive online course Data Analysis with Python, Dr. Julian von der Ecken, Senior Data Scientist and Trainer at Point 8, in intensive exercises over two days on how to read, analyze and visualize data with Python – including an overview of the basics of the language to refresh Python knowledge.

You will get to know the Python Scientific Stack: the standard libraries numpy for efficient calculation with large amounts of data and pandas for working with tabular data and tools for plotting and visualizing data. An introduction to machine learning is also on the program.

The workshop will take place on March 2nd and 3rd as an online course via video conference, the exercises take place in prepared Jupyter notebooks in the cloud – for A current browser is sufficient to participate. The course is aimed at developers who want to get into working with data and statistical methods. Basic knowledge of Python is an advantage. The course is limited to 15 participants, so that there is plenty of space for questions to the speakers and the exchange between the participants. When booking by 1.2. you get 10% early bird discount.

Data analysis with Python , Online workshop, 2.-3.3. 2021: Further information and registration (odi)

intel’s-q4-2020-earnings:-pc-sales-boom,-fifth-consecutive-record-year

Intel’s Q4 2020 Earnings: PC Sales Boom, Fifth Consecutive Record Year

(Image credit: Tom’s Hardware)

Intel reported its fourth quarter 2020 earnings today, marking a stronger-than-expected quarter and the fifth consecutive record-breaking year, largely propelled by sales of PC chips during the pandemic. Incoming CEO Pat Gelsinger and Omar Ishrak, Chairman of Intel’s board, joined current CEO Bob Swan on the call and stated that the company has largely fixed the issues with its 7nm process node, which you can read about here, but will still outsource some manufacturing for its 2023 products. 

Intel’s earnings beat expectations as the company enjoyed record revenue for the fifth straight year. The company’s client, data center, memory, and mobileye businesses all set revenue records.

Intel’s Q4 net income weighed in at $5.86 billion, compared to its $6.91 billion last year. Revenue weighed in at $20 billion, down 1% year-over-year, but well above the company’s $17.4 billion guidance. Despite the decline, Intel’s performance beat its own estimates and the market consensus on the strength of its performance in its data center and PC businesses. Intel’s 2021 revenue weighed in at $77.9 billion, up 8% year over year. 

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Intel’s PC sales were powerful on the client computing side of the house, with the company selling 33% more PC chips than it did the year prior. That equated to $40.1 billion for the year, an increase of $3 billion over 2019. The increased demand could stem from a combination of factors; the PC market is enjoying its fastest growth in the last decade, AMD has struggled to satisfy demand as it grappled with shortages of its market-leading Ryzen 5000 processors, and the shift to a work from home environment continues to accelerate demand. 

For the quarter, Intel’s Client Computing Group (CCG) notched $10.9 billion in sales, up 9% year-over-year and easily beating the $9.6 billion market consensus. Intel’s sales volumes of chips for desktop PCs increased 25% compared to the previous quarter, but declined 7% year-over-year, landing at a 10% decline for the full year. Intel’s average selling prices also had a minor 2% quarterly drop, but gained 2% for the full year. 

Most of that growth took place in the notebook segment, which enjoyed a 30% jump in revenue over the prior year. Quarterly notebook volumes were up 54% over the prior year and up 28% for the entire year, but average selling prices declined 15% on the quarter and 6% on the year. Intel also cited a heavier mix of lower-end products, like Chromebooks, as impacting average selling prices. Perhaps increased competition with AMD’s Ryzen Mobile products took a toll, too, but we’ll have to wait until next week for the market share update. 

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Intel had predicted its data center business to fall by 25% in the fourth quarter, but the Data Center Group (DCG) posted an 11% drop, which was better than estimates. The $6.1 billion in Q4 revenue easily beat the $5.4 billion consensus. 

However, Intel’s DCG revenue fell to less than half that of its client side of the business, marking a step backward on its goal to relying less upon income from desktop PCs.

Intel’s press release cites that its server platform revenue was down in the quarter due to a challenging macro/competitive environment and cloud digestion cycle. Intel is obviously becoming more price-competitive in the face of AMD’s EPYC data center chips – its average selling prices dropped 12% compared to the prior quarter, and 3% for the entire year.  

These factors impacted the company’s gross margins, which increased slightly quarter-over-quarter to 56.8%, but remain lower than the company’s historical +60%. Likewise, Intel’s full-year 2020 margins weighed in at 56%, down from 58.6% the year prior.