Darshan Vandra
ML EngineerSenior Software Engineer at Red Hat
Red Hat
AI is analyzing your overall score…
Identifying your key strengths…
Evaluating your skill match against the job requirements…
Assessing your cultural and operational fit
Senior Software Engineer at Red Hat
AI is analyzing your overall score…
Identifying your key strengths…
Evaluating your skill match against the job requirements…
Assessing your cultural and operational fit
Golang, Python, Kubernetes, Java-script, Data Analytics, Applied AI, Machine Learning, Deep Learning, Data Scientist, Cyber Security, Network Security, Unix/Linux, Certified Hardware and Network Administrator
L.D College of Engineering - Ahmedabad
Bachelor of Engineering (B.E.), Computer Engineering
January 1, 2013 – January 1, 2017
Red Hat
Senior Software Engineer
April 1, 2025 – Present
Red Hat
Software Engineer
October 1, 2021 – April 1, 2025
Red Hat
Associate Software Engineer
February 1, 2019 – November 1, 2021
Red Hat
Intern
August 1, 2018 – February 1, 2019
AAIC Technologies Private Limited
Applied AI Trainee
July 1, 2017 – October 1, 2018
Hyderabad, Telangana, India
EXCELLENCY CLUB
Founder
August 1, 2015 – August 1, 2017
Skydive.Network
August 1, 2018 – Present
Skydive.Network - A Real time Network Analyser GitHub : https://github.com/skydive-project/skydive
Semantic Question Matching with Word Embeddings features and Supervised Classification (Quora Question Similarity) | Kaggle
September 1, 2017 – Present
We are given a corpus of more than 400,000 question pairs which are either duplicates or not. A simple duplicate detection approach is a word-based comparison. Initial Data analysis was done to engineer important features which capture sentence similarity. The features included simple word share, word count. etc to Levenshtein Distances between the sentences using the fuzzywuzzy library in python. Used TSNE for Dimensionality reduction for visualization of sentence vectors. We initially used a standard information retrieval measures like tf-idf and BagofWords to find the word-based similarity between the two questions, then trained it on linear classifiers like Linear Regression and Linear SVM. More Complex word embedding features were them used in combination with tf-idf like Word2Vec, GloVe, SVD(Singular value decomposition) and a series of Linear and non-linear classifiers like RBF SVM, Linear Regression, Linear SVM, XG Boost. The highest accuracy of 0.82 was obtained on the train-test cross-validation set. We are on it to improve it even better.
CompTIA IT Fundamentals Certification
CompTIA
June 23, 2026 – Present
CompTIA NETWORK+
CompTIA
June 23, 2026 – Present
CompTIA IT Fundamentals
CompTIA
June 23, 2026 – Present
EC|CSCU : EC-COUNCIL CERTIFIED SECURE COMPUTER USER
EC-Council
June 23, 2026 – Present
RHCSA : RED HAT CERTIFIED SYSTEM ADMINISTRATOR
Red Hat
June 23, 2026 – Present
Cultural Fit Analysis
The candidate's experience at Red Hat shows a long-term commitment to a single company, which can indicate loyalty and stability. The personal projects demonstrate initiative and a drive for continuous learning, particularly in the ML domain. The 'Founder' role suggests an entrepreneurial spirit. However, the projects are primarily personal and lack explicit team collaboration details, which could be a factor for cultural fit in a collaborative environment. The certifications are more IT infrastructure focused (CompTIA, RHCSA) rather than directly ML-related, which might indicate a broader technical interest but less direct alignment with a pure ML role.
Soft Skills & Operational Fit
The candidate's progression at Red Hat suggests strong work ethic and ability to grow within an organization. The 'Founder' role at EXCELLENCY CLUB indicates leadership and initiative. However, without psychometric test results, a detailed assessment of logical reasoning, stress handling, and team collaboration is not possible.