Read part-1 here! To explain machine learning models, there are many methods. The frequently used ones are GradCam, SHAP, Lime, Integrated Gradients, etc. In this article, we will only focus on SHAP. SHAP values (SHapley Additive exPlanations) is a method based on cooperative game theory and is used to increase the…

In this article, we will build a very simple image search engine for the Bangla language. The system will take a text query and from an image database, it will return the most relevant k image results. Let’s break down the system into the following steps: We will collect multiple…

For many machine learning practitioners, the typical workflow looks like the following diagram.

Triton Inference Server NVIDIA Triton Inference Server provides a cloud and edge inferencing solution optimized for both CPUs and GPUs. Triton supported backends, including TensorRT, TensorFlow, PyTorch, Python, ONNX Runtime, and OpenVino. With Triton, it’s possible to deploy PyTorch, TensorFlow, or even XGBoost / LightGBM models. …

Install torch, torchvision Install protoc http://google.github.io/proto-lens/installing-protoc.html For linux, PROTOC_ZIP=protoc-3.7.1-linux-x86_64.zip curl -OL https://github.com/protocolbuffers/protobuf/releases/download/v3.7.1/$PROTOC_ZIP sudo unzip -o $PROTOC_ZIP -d /usr/local bin/protoc sudo unzip -o $PROTOC_ZIP -d /usr/local 'include/*' rm -f $PROTOC_ZIP 3. clone https://github.com/vadimkantorov/caffemodel2pytorch

Writing a scalable application needs a better design principle. Let’s say we want to design a e-Commerce application, it may have a different set of clients (browser, mobile device, etc.), also in the middle of the development stage a deep-learning based recommendation system which works on images to extract product…

So, on a regular boring night, I was surfing StackOverflow answering some random questions when I searched some python-related term on google and magically a portal was opened by Commander lambda inviting me to solve some interesting problems. Now, for those who don’t know what google foobar is, it’s a…