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15 May 2023
Thrilled to see a paper that independently evaluated our work, Type4Py, at @msrconf #MSR2023 #MSR
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It makes my day when I see my research work, #type4py, was evaluated independently by other researchers. #phd #research
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18 May 2022
Happy to see that Type4Py will be presented and discussed at the "Deep Learning for Big Code" seminar this month, which is organized by @the_sri_lab of ETH Zurich. sri.inf.ethz.ch/teaching/big… #ML4Code #DL #bigcode #ML4SE #type4py
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Coming up works that I was involved in at @ICSEconf: 1. Type4Py, by @amir_mir93 2. Präzi, by @jhejderup @Inventitech 3. Codefill, by @MalihehIzadi 4. Factors affecting on-time delivery in agile, by @KulaElvan All of them comprise my personal favourite works :-)
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25 Apr 2022
I've written a blog post to share my experience and what I learned so far about the deployment of machine learning models (with K8s). Type4Py is used as an example to explain the steps to deploy an ML model. mirblog.net/index.php/2022/0… #ML #MLOps #deployment #type4py #guide #K8s

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We are proud to announce the publication of the last @FastenProject #scientific paper "Type4Py: Practical Deep Similarity Learning-Based Type Inference for Python", l.ow2.org/7q @amir_mir93 @prksch @gousiosg

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So far, one of the best things I've learned during my PhD was to deploy and scale a pre-trained deep learning model, #Type4Py, on a Kubernetes cluster. This enables handling type prediction requests from @code and also a REST API endpoint. #ML #DL #model #deployment #k8s #scaling
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26 Feb 2022
Here is how to use Type4Py's local ML model in VS @code to add type annotations to your Python code. The whole pipeline runs end-to-end locally on your machine. NO GPU required. Check this out! #ML #typeinference #vscode #type4py #python #DL #extension #ml4code #autocompletion
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Type4Py adds type annotations to Python code:

22 Jul 2021
Replying to @amir_mir93
Check out the latest version of Type4Py's @code extension here: marketplace.visualstudio.com… We'd be delighted if people could test the extension and give us feedback. #type4py #vscode #extension #python #AI #machinelearning #typeannotations #autocompletion
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21 Feb 2022
In light of our ICSE'22 paper, we have provided a Docker image for Type4Py. It contains both a pre-trained model and a Rest API to query the model. Check out the installation and usage guide here: github.com/saltudelft/type4p… NO GPU required. #ML #icse #type4py #docker #typeinference
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Wanna know more about Type4Py? 1) Pre-print (not the CR version) arxiv.org/abs/2101.04470 2) Development and Release of Type4Py (blog post) mirblog.net/index.php/2021/0… #type4py #paper #development #release #ML #AI #vscode #python #types #icse2022

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Glad to share that #Type4Py has been accepted at the technical track of @ICSEconf. Type4Py assists developers to retrofit types by providing ML-based type auto-completion in @code. Kudos to our fantastic team, @elatoskinas, @prksch, @gousiosg #icse2022 #paper #ML #python #types
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Development and Release of Type4Py: Machine Learning-based Type Auto-completion for Python buff.ly/316ptAU by @amir_mir93

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18 Sep 2021
Development and Release of Type4Py: Machine Learning-Based Type Auto-Completion for Python #python mirblog.net/index.php/2021/0…

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Development and Release of Type4Py: Machine Learning-Based Type Auto-Completion for Python bit.ly/3yYATCa

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Would you like to retrofit types to your OSS Python project? Try the Type4Py VSCode plug-in, now also in GitHub Codespaces. Type4Py is a state of the art ML type inference model trained on all OSS Python projects arxiv.org/abs/2101.04470 (Proud to be part of this work!)
ML-based type auto-completion now comes to your browser! The Type4Py extension is now compatible with @code web and github.dev. Choose a Python repository of your interest and give Type4Py a try! #type4py #vscode #web #extension #github #ML #types #python #AI #code
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ML-based type auto-completion now comes to your browser! The Type4Py extension is now compatible with @code web and github.dev. Choose a Python repository of your interest and give Type4Py a try! #type4py #vscode #web #extension #github #ML #types #python #AI #code
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26 Aug 2021
Thrilled to see that Type4Py was mentioned in the @pythonbytes podcast as a tool/library that developers can use to gradually add type annotations to their Python codebases. Many thanks to @qubitron for sharing. youtu.be/ujxj1YX7PWM?t=2668 #type4py #ML #vscode #extension #python

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