One of my purposes for 2021 is to simplify Docker for beginners.

Let's start with some definitions:

🏠Docker host
⚙️Docker engine
❓ Docker client
📝Dockerfile
📑Docker Image
🐳Docker Container
🐙Docker Compose
🪣 Docker Registry
🐳🐳🐳Docker Swarm

Definitions Below 👇

Here's an overview of key adoption metrics for deep learning frameworks over 2020: downloads, developer surveys, job posts, scientific publications, Colab usage, Kaggle notebooks usage, GitHub data.

TensorFlow/Keras = #1 deep learning solution.

Note that we benchmark adoption vs Facebook's PyTorch because it is the only TF alternative that registers on the scale. Another option would have been sklearn, which has massive adoption, but it isn't really a TF alternative. In the future, I hope we can add JAX.

TensorFlow has seen 115M downloads in 2020, which nearly doubles its lifetime downloads. Note that this does *not* include downloads for all TF-adjacent packages, like tf-nightly, the old tensorflow-gpu, etc.

Also note that most of these downloads aren't from humans, but are automated downloads from CI systems (but none are from Google's systems, as Google doesn't use PyPI).

In a way, this metric reflects usage in production.

There were two worldwide developer surveys in 2020 that measured adoption of various frameworks: the one from StackOverflow, targeting all developers, and the one from Kaggle.

Affidavit by former head of IT for large Italian defense contractor admitting he uploaded instructions through military satellite to Frankfurt to flip votes from Trump to Biden on election night under direction of US persons. Willing to testify.#ItalyDidIt

I'll touch upon few different types of cyber frauds and few possible ways in which we can avoid ourselves to be duped of money, time & energy.

Will also attach few real registered FIRs showing that most of the times such crimes happen with educated & learned people.

1/16

Cyber Fraud type 1 - Facebook/Instagram

Profile cloning -Fraudster will make exact same profile like yours - using pictures from your own profile. They will then message to your contacts asking for money immediately for the surgery of mother or similar emotional lie

2/16

Always verify before sending money.
Don't verify by calling that person, instead, call a common friend or family member of that person. Don't think you can't be fooled - I know at least 20 people working in Top IT MNCs becoming victim of this fraud. Lock your FB/Insta.

3/16

Cyber Fraud type 2 -OLX/Quikr
This generally happens while selling something on OLX/Quikr & similar platforms. In such cases, people will fraud in the name of paying money by asking to scan the QR code or click a link.
NEVER scan the QR code to receive money, give your UPI

4/16

Cyber Fraud type 3 - Fake SMS & Call from unknown numbers
Fraudster will send fake SMS showing amount credited to the account - with correct account number in SMS. Then they will call from unknown numbers asking for money.

ALWAYS check your bank account first via bank app.

5/16