This tool allows you to encrypt text with a click of a button. Ensure the security of your text by employing encryption using an exclusive key that remains unknown to others. By doing so, you can shield confidential data from unauthorized individuals and maintain full control over its confidentiality
By default, your subscription uses Microsoft-managed encryption keys. There is also the option to manage your subscription with your own keys called customer-managed keys (CMK). CMK offers greater flexibility to create, rotate, disable, and revoke access controls. You can also audit the encryption keys used to protect your data. If CMK is configured for your subscription, double encryption is provided, which offers a second layer of protection, while allowing you to control the encryption key through your Azure Key Vault.
To protect your Amazon SageMaker Studio notebooks and SageMaker notebook instances, along with your model-building data and model artifacts, SageMaker encrypts the notebooks, as well as output from Training and Batch Transform jobs. SageMaker encrypts these by default using the AWS Managed Key for Amazon S3. This AWS Managed Key for Amazon S3 cannot be shared for cross-account access. For cross-account access, specify your customer managed key while creating SageMaker resources so that it can be shared for cross-account access. For data output to Amazon S3 Express One Zone, the data is encrypted with server-side encryption with Amazon S3 managed keys (SSE-S3). For more information on AWS KMS, see What is AWS Key Management Service?.
In both of these patterns, encryption in transit provides confidentiality as the data flows through the services to perform the inference operation. When received by the SageMaker endpoint, the data is generally decrypted to perform the inference operation at runtime, and is inaccessible to any external code and processes. To achieve additional levels of protection, FHE enables the inference operation to generate encrypted results for which the results can be decrypted by a trusted application or client.
And there you have it: fully homomorphic encryption ML for a SKLearn logistic regression model that you can set up with a few lines of code. With some customization, you can implement this same encryption process for different model types and frameworks, independent of the training data.
This online tool provides encryption and decryption of any text with a random key. This tool uses a random key which nobody knows and hence provides an utmost security of any text that you want to protect.
In the feature race, there's something that's always missing from the spec sheets of 'professional' cameras and camcorders.
Professional journalists and filmmakers urgently need in-camera encryption to protect the materials we record and to be able to work ethically and safely.
I'm not alone, as a freelance filmmaker who frequently documents police conduct (and associated protests), in recognizing the real risk to myself and my subjects if police seize my gear. In 2016, a group of 150 filmmakers and reporters wrote to Canon, Olympus, Sony, Fuji, and Olympus (but not Panasonic or Black Magic!), and outlined the urgent need for encryption: -150-filmmakers-and-photojournalists-call-major-camera-manufacturers-build-encryption-their-cameras/
"Without encryption capabilities, photographs and footage that we take can be examined and searched by the police, military, and border agents in countries where we operate and travel, and the consequences can be dire.
We work in some of the most dangerous parts of the world, often attempting to uncover wrongdoing in the interests of justice. On countless occasions, filmmakers and photojournalists have seen their footage seized by authoritarian governments or criminals all over the world. Because the contents of their cameras are not and cannot be encrypted, there is no way to protect any of the footage once it has been taken. This puts ourselves, our sources, and our work at risk."
It's a pitiful reflection of the camera industry that we have 8K Raw cameras within reach, but a $100 cell phone with a password lock and built in encryption is actually more capable of documenting events and keeping materials secure. I would argue that encryption would help with commercial camera applications and in feature filmmaking too, and is just good practice anywhere privacy is concerned.
Security camera systems rely on encryption. Every operating system offers a form of hard drive encryption. Why not cameras, if they are truly aimed at photojournalists or other professionals?
I know a lot of camera industry representatives read this forum, and ambassadors / reviewers with the eyes and ears of manufacturers. I urge you to take this seriously, and to look at how to implement these features. It would be profitable and it would help sell cameras. It could be implemented via firmware to existing cameras in order to buff up the current spec sheets and help stand out in a crowded marketplace.
I know a large number of reporters who are ready to switch systems in order to access in-camera encryption. So why isn't this a thing?
I think it is a great idea, but the reality is the market that is requesting it isn't large enough for the manufacturers to listen. Also, I disagree that this could be added to existing cameras via firmware. To create a reliable encryption / decryption process for the massive video and photography files that cameras create you would need a dedicated hardware chip to do so, even iPhones and Androids have dedicated hardware for encryption; Apple spent millions developing their encrypted data at rest and fingerprint unlock solution, and so has Google, Microsoft, Linux, and Unix. This would also incur the headache that current security providers encounter which is constant patching and updating as hacks and workarounds are found.
I could go on..I have an entire list in my head..but long story short, what seems easy and inexpensive to you is not even close to being easy or inexpensive so I think it is safe to say it will never happen; no camera maker would ever get their return on investment.
I am sure it's possible to make a more user-friendly solution than the one I described above, but the safest way to avoid in-field decryption is to make the camera unable to decrypt it. This could be a usable solution as long as it's easy to toggle encryption on and off. Even the people who need encryption will probably not need it for 90+% of their work.
That would work but wouldn't be a great option, in addition to not being able to review the footage the camera would not be able to verify the integrity of the file after dumping the buffer unless it also signed each file then checked the signature prior to clearing the buffer. Any way you look at it, the encryption process would incur overhead; processing, heat, HW, development, etc. and include compromises (complexity, possible lost data, additional costs, etc) for a very small target client base.
Once again phones have the advantage here, they already have network connectivity, they already have data at rest encryption options, they can already livestream events as they happen, etc. Trying to reverse engineer all of that and put it into a camera then trying to market and sell that camera simply isn't something any for profit camera maker would do.
All of the encrypted SD cards that I have seen require a full OS or some way of loading their decryption/encryption application onto the device; something that would be impossible to do with a camera. There may be one that I am unaware of (entirely possible), but I haven't seen a simple SD card you can just plug into a camera and have it encrypt everything that is written to it. I believe they all need an app, and you need to enter the proper authentication information into the app prior to using writable space on the card. I have seen USB drives that have physical PIN pad buttons which is how you enter the volume password like this one: -Validated-256-bit-Encryption-ASK3-120GB/dp/B00W2EN8CE/ref=sr_1_1?dchild=1&qid=1601314672&refinements=p_n_feature_keywords_browse-bin%3A6813186011&s=pc&sr=1-1 but for that to work the camera has to support writing to a USB drive or SSD drive.
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