This is Ekramul Islam, a graduate in CSE from Shahjalal University of Science & Technology, Sylhet, Bangladesh. I've found my passion as a dedicated machine learning engineer, driven by the desire to expand the horizons of innovation. My goal is to create intelligent systems that not only revolutionize industries but also enhance human lives. I envision a future where collaboration between machines and humans knows no limits.With a strong ambition, I aim to make a significant impact on the world through the capabilities of AI.I am a quick learner who thrives on learning new concepts and eager to broaden my knowledge. Also, an overconfident highly ambitious guy.
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Machine Learning EngineerIqviaDhaka, Bd -
Machine Learning EngineerIqvia Aug 2024 - PresentIQVIA, a Fortune 500 company, drives innovation in life sciences with advanced analytics, technology solutions, and clinical research, employing 86,000 people across 100+ countries. -
Machine Learning EngineerGiga Tech Limited Jan 2024 - Jul 2024Dhaka, BangladeshThe projects I was involved in: Shallow Parsing and Deep Parsing: - Developed data preparation, training pipelines, alongside a joint modeling pipeline.- Prepared inference pipeline with PyPI package, API (using FastAPI), and docker file.- On Penn Treebank (English) achieved SOTA results for both shallow (96.47 FScore) and deep parsing (UAS: 97.49%, LAS: 96.36%).Human Monitoring (Computer Vision):-Developed live system for monitoring people from office lobby camera.-Utilized YOLOv8 for human detection, DeepSORT for tracking, and ArcFace with cosine similarity for face recognition. -
Jr. Machine Learning EngineerGiga Tech Limited Jan 2022 - Dec 2023Dhaka, BangladeshThe projects I was involved in: Sentiment Analysis:-Conducted extensive model experimentation, cross-dataset analysis, statistical significance tests, etc.-First-authored the paper "SentiGOLD: A Large Bangla Gold Standard Multi-Domain Sentiment Analysis Dataset and its Evaluation" published in KDD '23.Named Entity Recognition: -Developed the baseline model using BERT, BiLSTM, CRF.-Experimented with different class imbalance handling techniques such as resampling, curricular-face loss etc.-Developed a Bangla gazetteer (lists of place names, people's names, and other named entities) and combined with baseline.Lemmatization:-Collaborated with linguists to develop a word formation dependent rule-based lemmatizer for Bangla (submitted in EMNLP '23).-Achieved 98.17% accuracy on internally built test dataset.Language Model:-Developed pre-training boilerplate for BERT, XLNet, and Word2Vec using hugging face libraries.Banglish Classifier:-Implemented a CNN model to classify text as romanized (Banglish) or not and achieved 0.93 macro F1 on internal dataset.
Ekramul Islam Education Details
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Computer Science And Engineering -
5.00 -
National Bank Public School5.00
Frequently Asked Questions about Ekramul Islam
What company does Ekramul Islam work for?
Ekramul Islam works for Iqvia
What is Ekramul Islam's role at the current company?
Ekramul Islam's current role is Machine Learning Engineer.
What schools did Ekramul Islam attend?
Ekramul Islam attended Shahjalal University Of Science And Technology, Dhaka College, National Bank Public School.
Who are Ekramul Islam's colleagues?
Ekramul Islam's colleagues are Madhusmita Pradhan, Cleber Pereira Marcelino, Srinithya S, Alexandra Andrade, Jasna John, Mallikarjuna B, Sanmathi Suresh.
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Ekramul Islam
Digital Marketing Specialist , Social Media Marketing, Graphic DesignerNarsingdi District -
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Ekramul Islam
Entrepreneurship And Management Coach ||Director Of Executive Education And Industry Outreach; Assistant Professor At Brac University.Bangladesh2ifc.org, louisville.edu
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