Creating a High-Performance Image Resizer Proxy as a Dockerized Go Microservice

Creating a High-Performance Image Resizer Proxy as a Dockerized Go Microservice

While working on applications that process a large number of images, we often come across the requirement to resize images for different resolutions. An image generated by a typical 12MP mobile phone camera can be 5MB-12MB depending on the quality of the image. Once uploaded, the image must be optimized for different devices. As you know, image resizing is a complex mathematical process. The performance and quality of the optimized image really depend on the efficiency of the algorithms used. 

Let me walk you through a high-performance solution for image resizing. We will implement the solution using libvips, a fast open-source image processing library, along with Golang and expose the resize functionality via a proxy server. With even 20% resource usage improvement per image, it can make a world of difference when scaling up to millions.

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PyTorch Lightning: A Better Way to Write PyTorch Code

PyTorch Lightning: A Better Way to Write PyTorch Code

Scaling machine learning pipelines using PyTorch can be a pain. 

You typically start a PyTorch-based machine learning project by defining the model architecture. Then you run it on a CPU machine and progressively create a training pipeline. Once the pipeline is done, you run the same code on a GPU or TPU machine for faster gradient computations. You update the PyTorch code to load all the tensors to the GPU/TPU memory with a ‘.to(device)’ function call. Now comes the difficult part: what if you want to use distributed training for the same pipeline? You have to overhaul the code and test it to make sure nothing is broken.

Why sweat the small stuff? Let’s use PyTorch Lightning instead.

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Introduction to Multimodal Deep Learning

Multimodal Deep Learning—Challenges and Potential

Modality refers to how a particular subject is experienced or represented. Our experience of the world is multimodal—we see, feel, hear, smell and taste things. Multimodal deep learning tries to link and extract information from data of different modalities. Just as the human brain processes signals from all senses at once, a multimodal deep learning model extracts relevant information from different types of data in one go.

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A Quick Guide to AWS CDK

A Quick Guide to AWS CDK

Cloud Development Kit (CDK), an Infrastructure as Code (IaC) framework, lets you define cloud resources using your favorite programming language and create CloudFormation (declarative programming model based on JSON or YAML files) template out of it. This means you can get started quickly if you have work experience in AWS and proficiency in any of the programming languages like TypeScript, Python, C#, or Java. 

Hang on and I’ll show you in a bit how quickly you can create and deploy a CDK app.

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How to Configure Network Proxy for Your iOS App

How to Configure Network Proxy for Your iOS App

Rarely do we use proxies on our personal devices to access anything. But when you are developing an app for a client, and they want only whitelisted IPs to access their server, you will have to set up a proxy. You can set up a proxy for all network traffic or a specific set of network calls (for example, requests from within an app).

Let me walk you through the steps to configure proxy settings for your Mac or iPhone globally. 

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How to Reset Adobe Campaign Operator Passwords Automatically

How to Reset Adobe Campaign Operator Passwords Automatically

Many data security and privacy regulations apply to organizations using Adobe Campaign. In addition to complying with state-mandated regulations, organizations also choose to implement the ISO/IEC 27001 global security standard as a best practice. ISO-27001/27002, a supplement to this standard, recommends forcing password reset at periodic intervals. Since Adobe Campaign usually has plenty of operators, identifying and resetting each password can be a tedious task. Let me show you how to reset operator passwords at one go using Adobe’s SOAP methods.

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Exploring voice commerce in iOS

Voice Commerce in iOS

Voice assistants are becoming mainstream in the app world, particularly e-commerce apps. Imagine shopping by just talking to an app. That’s how easy it is going to be.

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