Swarupa Kulkarni

Mumbai, IND

PROFESSIONAL SUMMARY

Highly motivated AI/ML Analyst with a strong background in applying machine learning techniques to biological data. Experienced in developing predictive models, optimizing algorithms, and extracting insights from complex datasets. Currently engaged in an AI/ML internship focused on bioinformatics and computational biology. Adept at leveraging Python, R to drive data-driven decision-making. Passionate about the intersection of AI and life sciences, with a keen interest in deep learning and statistical modelling.

EDUCATION

Bachelors of Science in Biotechnology – April 2022
V. G Vaze College, Mulund, Mumbai

WORK EXPERIENCE

Intern – AI/ML in Biology
Biotecnika – Jan 2025-Present

• Developed machine learning models to analyse biological datasets.
• Utilized Python, R, CADD and TensorFlow for data preprocessing and predictive modelling.
• Optimized ML algorithms for performance improvements and scalability.
• Designed and implemented data pipelines for large-scale data processing.

SKILLS

Competencies:

• Machine learning algorithms (supervised & unsupervised learning)
• Data preprocessing, feature engineering, and model optimization
• Statistical analysis and predictive modelling.
• Data visualization: Matplotlib, Seaborn, Tableau, Plotly
• Project management and teamwork

Technical skills:

• Programming languages: Python, R
• ML Frameworks: PyTorch, Scikit-learn, Scikit-bio.
• Data engineering: NumPy, Pandas
• Bioinformatics Tools: Biopython, BLAST.
• Deep learning frameworks: TensorFlow, PyTorch, keras

PROJECT & RESEARCH

Avishkar Research Convention, University of Mumbai – April 2022
Presented a research proposal at district level showcasing research on “Egg and peanut shell as functional biomaterial”.

LANGUAGES

• English (fluent)
• German (intermediate)

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Cover Letter:

Swarupa Kulkarni

March 18, 2025

To,
Hiring Manager
Bizamica
Pune, Maharashtra

Subject: Application for AI/ML Analyst position

Dear Hiring Manager,
My name is Swarupa Kulkarni, and I am writing to express my interest in the AI/ML Analyst position at Bizamica, Pune. With a strong foundation in artificial intelligence, machine learning, and data analysis, I am eager to leverage my expertise to drive data-driven insights and innovative solutions for your team.
During my internship in AI/ML in biology, I honed my skills in data preprocessing, model development, and performance optimization. I have experience with python, TensorFlow and keras along with a keen ability to translate complex data into actionable strategies. My ability to collaborate across interdisciplinary teams and my passion for solving real-world problems through AI make me a strong candidate for this role.
I am eager to bring my analytical mindset and technical proficiency to Bizamica and would welcome the opportunity to discuss how my skills align with your team’s goals. Thank you for your time and consideration. I look forward to your response.

Best regards,
Swarupa Kulkarni

CURRICULUM VITAE

Sakshi Dhiman

SUMMARY:

Biotechnology postgraduate with expertise in bioinformatics, molecular docking, and AI/ML applications in biology for computational analysis and drug discovery.

EXPERIENCE:

Training Program in AI and ML in Biology, Bioinformatics and Computational Biology – Online | Biotecnika | September 2024 – October 2024

• Successfully completed 30 days hands-on training in AI, ML applications in biology, bioinformatics and computational biology
• Learned and implemented machine learning algorithms for biological data analysis – Supervised, Unsupervised and Reinforcement
• Applied deep learning models (CNNs, RNNs) for genomics and proteomics data analysis – DeepSEA Chromatin, HumanBase ExPecto, AlphaFold
• Conducted data clearing techniques for biological data to enhance model accuracy
• Implemented deep learning for drug discovery and multi-omics

Bioinformatics Summer Training + Internship – Online | Biotecnika | June 2024 – July 2024

• Conducted genomics and sequencing analyses – NGS, DNA/RNA sequencing, and miRNA profiling
• Worked with bioinformatics databases – UCSC Genome Browser, Ensembl, KEGG, STRING, and ClinVar for data retrieval and analysis
• Performed molecular docking and drug discovery studies – AutoDock, PatchDock, ClusPro, and QSAR modeling
• Analyzed ADMET and pharmacokinetics – SwissADME, BOILED-Egg Model, and metabolic and Biochemical pathway analysis
• Gained expertise in protein structure modeling with PDB, Swiss-ExPASy, I-TASSER, and Phyre2
• Conducted phylogenetic and sequence analysis – ClustalW, Clustal Omega, NCBI, and DDBJ
• Applied computational biology techniques in functional genomics, microbiome studies, and MicrobiomeDB
• Familiarized with publication and research tools – Elsevier, Springer, Wiley, MDPI, and Bentham Science

Industrial Molecular Docking Practical online Workshop by Quantumzyme – Online | Biotecnika | October 2023

• Hands-on training in AutoDock, AutoDock Vina, PyRx, Discovery Studio, PyMOL, and Chimera
• Conducted ligand-receptor preparation, docking simulations, and result analysis
• Worked on a real-time molecular docking project with report submission

TECHNICAL SKILLS:

• Bioinformatics (BLAST, sequence analysis)
• Molecular docking (AutoDock, AutoDock Vina, PyRx, ADMET)
• AI/ML in biology (Python / R, data preprocessing)
• Data Analysis (Statistics, Matplotlib, Seaborn, ggplot)

EDUCATION:

• Dual Degree – B.Sc (Hons) Biotechnology – M.Sc (Hons) Biotechnology | September 2022 – September 2024

CERTIFICATIONS:

• AI/ML in biology, bioinformatics and computational biology | 82% scored | 15 October 2024
• Bioinformatics summer training+internship | 95% scored | 30 July 2024
• Industrial molecular docking practical online workshop by Quantumzyme | 16 October 2023

Skills:

Bioinformatics, Molecular Docking, AI/ML, Data Analysis, Genomics, Proteomics, Drug Discovery, Computational Biology

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Cover Letter:

Dear Hiring Manager,

I am excited to apply for the AI/ML Analyst position. With a strong background in biotechnology and a passion for AI and machine learning, I specialize in applying computational techniques to biological data analysis and drug discovery.

I have completed training in:

AI in Biology & Bioinformatics

Bioinformatics Summer Training

Industrial Molecular Docking

My expertise includes machine learning algorithms, bioinformatics tools, and predictive modeling for biological research. I am eager to bring my analytical skills and AI-driven approach to your team and would love the opportunity to discuss how I can contribute.

Sincerely,
Sakshi Dhiman

Supreetha R

Profile: Dedicated data science professional with expertise in Python, SQL, machine learning, and data visualization. Strong team player with a passion for problem-solving and continuous learning.

CAREER SUMMARY

Possess extensive experience in data science demonstrating proficiency in Python, SQL, Exploratory data analysis, machine learning, data visualization and Statistics. Proficient in team collaboration, and communication, and a strong team player with a passion for continuous learning and growth. I am seeking to leverage my skills in a dynamic role to solve complex business problems.

SKILLS AND STRENGTHS

• Technical skills: Python- Numpy, Pandas, seaborn, matplotlib, scikitlearn, Tensorflow. SQL & Machine learning
• Soft Skills: Problem-solving, communication, flexibility, collaboration, time management & analytical skills

EDUCATIONAL QUALIFICATION & CERTIFICATIONS

• MS in Data Science (2024) Liverpool John Moores University, UK
• MSc in Medical Microbiology(2018) JSS Medical Microbiology, Mysore
• Machine learning with Python Coursera Mar 2023

INTERNSHIPS

• Data science intern at MedTourEasy – Mar 2023
• Data analytics intern at Uptricks Private Ltd May-June2024

PROJECTS

1. Project 1: Predicted the life expectancy of people of different countries using ML algorithms.
2. Project 2: Predicted the AIDS in adult HIV infected patients using various machine learning algorithms.
3. Project 3: Analysed the RSVP movies data set and drew meaningful insights using SQL that can help them start their new project.

KEYWORDS:

Python, SQL, Machine Learning, Data Visualization, Team Collaboration, Problem-solving, Communication, Analytical Skills

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Cover Letter:

Dear hiring manager,
I’m writing to express my keen interest in the AI/ML analyst position at your esteemed organization. As a dedicated graduate with a strong academic background in data science possess a robust understanding of Python, SQL, and Machine learning. I have honed my skills through MS program in data science and internship experience at Medtoueasy and uptricks pvt ltd. allowed me to clean various datasets, conduct EDA and build ML models.

I am confident that my skills combined with my passion for continuous learning and growth make me a strong fit for the AIML analyst role. I’m eager to bring my expertise to your team and contribute to the success of your projects. Thank you for considering my application. I’m looking forward to the possibility of contributing to your team and available at your earliest convenience for an interview.

Sincerely
Supreetha R

\

Radhika Kaushik

Objective:

To secure a position at a healthcare solution company where I can leverage my expertise in clinical research, data management, and scientific writing to support the advancement of research and provide opportunities to enhance my abilities further.

Educational Qualifications:

• M.Sc. Human Genomics
  Panjab University, Chandigarh | 2018-2020
• B.Sc. (H) Botany
  Sri Guru Tegh Bahadur Khalsa College, Delhi University | 2014-2016

Professional Contour:

Certifications and additional courses:

• Advanced Post Graduate Diploma in Clinical Research & Clinical Data Management (LSSSDC Approved) | Cliniminds Academy, Delhi (2023-24)
• Internship in PGIMER, Chandigarh (CSIC, Hematology and Pediatrics Department)
• French language Certificate and Diploma course from Hansraj College, Delhi University

Experience:

• Internship at Think-I, Tenet Health Edutech Pvt. Ltd. (2024)
  • Reading Dummy Protocol
  • Preparing Case Report Form
  • Creating Essential Documents
  • Processing Documents in eTMF
• Dissertation report submitted as part of Master’s degree
• Training at Institute of Nuclear Medicine and Allied Sciences (INMAS) – DRDO (summer 2019)
• Practical Observership at Dr. D.K Gulati’s Path Lab, Ashok Vihar (summer 2014)
• Practical Observership and internship at Dr. Atul Path Lab, Rohini (summer 2015)

Skills:

• Proficiency in Clinical Data Management Systems (CDMS) like Oracle Clinical
• Understanding of database design, data cleaning and validation processes and knowledge of Electronic Data Capture (EDC) systems
• Understanding of good clinical practices (GCPs) and regulatory requirements like FDA, or ICH guidelines
• Ability to identify inconsistencies and resolve data-related issues
• Ability to create accurate and concise scientific content for different audiences and writing clinical and regulatory documents, including Clinical Study Reports (CSRs), protocols, and Investigator Brochures (IBs)
• Understanding of scientific methodologies and data interpretation and capability to conduct thorough literature searches
• Proficiency in Microsoft Office Suite and reference management software
• Strong organizational skills and ability to manage multiple projects with strict deadlines
• Strong skills to interact effectively with site staff, investigators, and sponsors
• Collaborative skills to work with researchers, clinicians, and regulatory teams
• Presentation and infographic creation skills for non-scientific audiences

Extra Curricular:

• Actively Volunteered in NGO ‘Umeed – a drop of hope’ – working on various sensitive issues and spreading awareness in the youth (2017-2018)
• Participated in events like KFA (Knowledge for all) and Green 16
• Member of National Service Scheme (NSS) Society of Khalsa college (2016-17)

I hereby declare that the above given information is true and authentic to the best of my knowledge.

Date: Radhika Kaushik

Skills: Clinical Data Management Systems, Database Design, Data Cleaning, Regulatory Compliance, Scientific Writing, Data Interpretation, Microsoft Office, Organizational Skills, Interpersonal Skills, Presentation Skills

Cover Letter:

. Dear Hiring Manager,
I am writing to express my keen interest in the AI/ML Analyst position at Bizamica. With a strong background in genome analysis, bioinformatics, and computational biology, I am eager to apply my expertise in machine learning and data analytics to drive innovation in AI-driven solutions. My experience in analyzing large-scale genomic datasets, developing computational pipelines, and utilizing statistical models aligns well with the analytical and data-driven focus of this role.
I am particularly excited about Bizmica’s commitment to leveraging AI and machine learning in solving complex business challenges. The opportunity to contribute my analytical skills and domain expertise to your innovative projects is highly motivating. I am confident that my interdisciplinary background and problem-solving abilities will allow me to add significant value to your team.
I would welcome the opportunity to discuss how my skills and experience align with the needs of Bizamica. Please find my resume attached for your review. Thank you for your time and consideration, and I look forward to the possibility of contributing to your esteemed organization.
Best Regards,
Radhika Kaushik

Komal Madiwal

Skilled in building scalable pipelines, automating workflows, and deploying machine learning models.

Passionate about leveraging technology to drive innovation and efficiency.

Professional Experience

Apr 2024 – present Haystack Analytics Pvt. Ltd – Bioinformatics Intern

• Developed and implemented multidimensional scaling (MDS) techniques to analyze and visualize complex datasets, enabling insightful data representations.
• Integrated and automated multiple modules into a single data pipeline using Python and Bash.
• Containerized the pipeline with Docker, ensuring consistent deployment across various environments.

Projects

Nov 2023 – Feb 2024 Developing & Deploying: Thyroid Disease Prediction with Flask & AWS

• Machine Learning Algorithms: Employed various classification algorithms to identify patterns in patient data indicative of thyroid disease.
• AWS Cloud Services: Leveraged AWS for efficient model deployment, ensuring scalability and secure access for potential future use in clinical settings.
• Web Development: Built a user-friendly web interface using HTML, CSS, and Flask.

Education

M.Sc. Bioinformatics, CGPA – 8.2
Savitribai Phule Pune University

B.Sc. Biotechnology, CGPA – 8.7
Modern College of Arts, Science and Commerce

HSC, CGPA – 8.3
Kendriya Vidyalaya

SSC, CGPA – 8.8
Kendriya Vidyalaya

Technical Skills

• Programming Languages: Python
• Front end: HTML, CSS
• Machine Learning Libraries: Scikit-learn
• DevOps: Docker, AWS
• Bioinformatics: NGS Analysis, Molecular Docking
• Database: MySQL
• Version Control: Git, VSCode
• Framework: Flask
• Operating System: Linux

Keywords: Python, HTML, CSS, Scikit-learn, Docker, AWS, MySQL, Git, Flask, Linux

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Cover Letter:

I am writing to express my interest in the AI/ML Analyst position at Bizamica. I hold a Master’s degree in Bioinformatics from Savitribai Phule Pune University and have expertise in AI, Machine Learning, Flask, Python, Docker, GitHub, and AWS. Additionally, I have completed a Data Science course, during which I built a machine learning model for thyroid disease prediction and successfully deployed it using Docker, Flask, and AWS.

Currently, I am working at Haystack Analytics and am eager for the opportunity to contribute to your team. I have attached my resume for your review and would appreciate the chance to discuss how my skills align with your team’s goals. Please let me know a convenient time for further discussion.

Looking forward to your response.

Best regards,
Komal Madiwal

Shivani Yadav

Date of Birth: 16th NOV 2002

Objective:

A motivated and detail-oriented B.Tech Biotechnology student with strong communication, leadership, and problem-solving skills seeking an opportunity to apply academic knowledge and practical abilities in a dynamic work environment.

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Personal Attributes:

• Quick learner
• Good analytical ability
• Proactive attitude
• Ability to plan & organize
• Good communication skills

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Activities and Interests:

• Reading
• Working on mini projects

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Education:

• B. Tech (2021-2025): Amity University Uttar Pradesh, Lucknow Campus, 8.4 CGPA
• XII (2020): Christ Jyoti School, Singrauli, Madhya Pradesh, 85%

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Professional Certifications:

• Program on Data Analysis using R, Excel, Python, SPSS – July. 2024
• AI ML in Biology & Bioinformatics Training Program – Oct.2024
• One-day workshop: Training and Hand-on experience on BET surface Analyzer – Feb.2024

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Technical Skills:

• Bioinformatics: Basic knowledge of Docking, Gromacs, Ubuntu, Pymol, PyRx, Auto dock Vina
• Software Knowledge: Free CAD, Kaggle
• Microbiology: Microbial biology, genetics, fermentation techniques
• Laboratory Techniques: Gel electrophoresis, cell culture, DNA sequencing
• Molecular Biology: Gene expression, DNA replication, transcription, translation
• Database: My SQL server, Oracle 10g Server

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Internship Experience:

Skill Area: In Silico Characterization, Bioinformatics Tools, Data Analysis

Organization: Amity University, Lucknow Campus

Duration: 28 Days

Competencies Acquired: Molecular Docking, Computational Skills, Data Interpretation

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Skill Area: 3D Design and Modeling and Fabrication of Microchannels

Organization: MNIT, Jaipur, Rajasthan

Duration: 45 Days

Competencies Acquired: Free CAD Proficiency, Microchannel Fabrication, Design and Problem-Solving

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Skill Area: Research work on Anti-microbial resistance through Carbapenem antibiotics

Organization: CSIR-Indian Institute of Toxicology Research, Lucknow, Uttar Pradesh

Duration: 6 months (completion in May 2025)

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Skills: Bioinformatics, Data Analysis, Molecular Docking, Computational Skills, 3D Design, Free CAD, Microbiology, DNA Sequencing, Molecular Biology, Database Management

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Cover Letter:

Dear Hiring Manager,
I am writing to express my keen interest in the AI/ML Analyst position at Bizamica. As a final-year B.Tech Biotechnology student strongly inclined towards AI/ML applications in biological data analysis, I am eager to apply my analytical and problem-solving skills to real-world challenges.
During my academic journey, I have explored AI/ML concepts and their applications in computational biology, bioinformatics, and data-driven research. My coursework and self-driven projects have given me hands-on experience with AI/ML frameworks like TensorFlow, Scikit-learn, and Python-based data analysis tools. Additionally, my background in biotechnology has honed my ability to interpret complex datasets and extract meaningful insights—an essential skill in AI/ML-driven analytics.
I am particularly excited about the opportunity to collaborate with cross-functional teams at Bizamica, leveraging AI/ML techniques to solve complex problems. My adaptability, eagerness to learn, and interdisciplinary approach would make me a valuable addition to your team.
I welcome the opportunity to discuss how my skills align with your requirements. Thank you for your time and consideration. I look forward to your response.
Best regards,
Shivani Yadav

Dr. S Y E DA AN JU M M O B E E N
M.Sc., Ph.D.

Summary
Dedicated Biotechnologist with a Ph.D. in Biotechnology & Bioinformatics and expertise in nanotechnology, bioinformatics, and molecular biology. Experienced Academic Consultant and Guest Faculty with a passion for research and a proven track record of academic excellence and recognition through various awards and honors.

Career History
Academic Consultant | 2015-2016
Department of Biotechnology & Bioinformatics
– One year experience as Academic consultant at YVU.

Guest Faculty | June 2012 – Aug 2015
Department of Biotechnology
– Three years of experience as a lecturer in Biotechnology at SKR & SKR Govt. Degree college for Women

Academic Background
Yogi Vemana University
Ph.D. in Biotechnology & Bioinformatics | March 2016 – April 2022
Title of the Thesis: In-silico identification of novel drug targets in human colorectal cancer from bioactive compounds of Catharanthus roseus and Moringa oleifera and green synthesis of ruthenium oxide nanoparticles and biological characterization.

Yogi Vemana University
M. Sc. 5 year Integrated Biotechnology & Bioinformatics | 2007 – 2012
– Post-graduated with Distinction (92.84%)
– Second Rank Topper
– Mini Project Title: Polyclonal antibodies production in Rabbits against Bovine Serum Albumin (BSA)
– Major Project: Docking studies to explore novel inhibitors against human beta-site APP cleaving enzyme (BACE-1) involved in Alzheimer’s disease.

Intermediate – S.V.R.J.College, Nellore-88.9% | (Town First)
SSC-Nagarjuna E.M. High School |Kadapa-83.4% (Distinction) | 2004

Awards/Fellowships/Honours
– A second rank Topper in M.Sc.
– A second prize winner on National Integrity Foundation at District level in KADAPA.
– Awarded Sardar Vallabhbhai Patel-The Iron Man of India; 2021 Academic Award for “Best Young Scholar”
– Awarded Queens of era-2022; “Most promising Research Scholar Award 2022”
– Awarded YVU-NSD Young Research Award (2021-2022) with a Cash prize of 10,000 INR only.
– Awarded UGC-MANF Research fellowship (2017-2022).

Personal Profile
Dedicating my life with challenges, molding my career as an inspiration to all & want to lead a successful life in all aspects.

Areas of Expertise
– Nanotechnology (Green synthesis)
– Bioinformatics (Drug design)
– Molecular biology

Skill Set
– Programming language: R, Phyton
– Machine Learning Tools: Scikit_learn
– Bioinformatics tools: Bioconductor, Docking and MD simulation
– Data visualization: Matplotlib, Plotly, ggplot2 and Powerbi
– Technical Data science platforms: Kaggle, GitHub, Google Colab and Jupyter Notebook

Cover Letter:

11.03.25
Bangalore.
**Dr. SYEDA ANJUM MOBEEN**

**Hiring Manager**
**Bizamica**

**Subject:** Application for AI/ML Analyst Position

Dear Hiring Manager,

I am writing to express my interest in the Bioinformatics scientist position at **Bizamica.** With a strong background in Machine learning, bioinformatics, and clinical data management, I am eager to contribute to **Bizamica** mission of advancing precision medicine through genomics research.

During my **AI/ML internship** at Biotecnika (July 2024 – Feb 2025), I worked extensively on predictive modelling for cancer biomarker identification. My project, _Predictive Modeling of Colorectal Cancer Biomarkers Using Gene Expression and Clinical Data_, involved TCGA COAD data analysis, survival analysis, and machine learning techniques such as Random Forest and hyperparameter tuning. Additionally, I have hands-on experience with cBioPortal data integration and class imbalance handling using ADASYN, which aligns well with the data-driven approach at **Bizamica** Currently, I am expanding my expertise through a **Clinical Data Management course** at **Biotecnika**, gaining proficiency in metadata management, data standardization, and regulatory compliance—essential for handling large-scale genomic datasets. My skill set includes Python, R, data visualization, and machine learning techniques for biological data analysis.

**Bizamica** focus on genomic research and AI-driven insights aligns perfectly with my expertise and passion. I am excited about the opportunity to apply my skills in machine learning and clinical genomics to impactful research in precision medicine. I welcome the opportunity to discuss how my background can contribute to your team.

Thank you for your time and consideration. I look forward to your response.

**Best regards,**
Syeda Anjum Mobeen

Intro Summary

MUGATHI SHAIK ABBAS is a passionate Biotechnology professional with a Master’s degree in Biotechnology and a background in Pharmacy. Seeking an entry-level position to contribute effectively to research, development, and innovation projects.

CAREER OBJECTIVE

Seeking an entry-level position in the field of Biotechnology, leveraging academic background and skills acquired during M.Tech Biotechnology to contribute effectively to research, development, and innovation projects.

EDUCATIONAL QUALIFICATIONS

Master Degree: Masters in Biotechnology, Andhra University, Visakapatnam – 2021, CGPA: 9.0

Bachelor Degree: B.Pharmacy, Jntua – 2017, CGPA: 7.58

INTEREST AREAS

• Proficient in pharmaceutical concepts, drug development processes, and regulatory requirements.
• Strong understanding of cell culture techniques, protein purification, and characterization.
• Knowledgeable in bioinformatics tools and databases for sequence analysis and protein structure prediction.
• Familiarity with bioprocess engineering principles and techniques.
• Competent in molecular biology techniques such as PCR, DNA sequencing, cloning, and gene expression analysis.
• Excellent problem-solving abilities and attention to detail.
• Effective communication and teamwork skills.
• Drug Discovery, Nanotechnology, Pharmacology, Neurology, IVIVC studies.
• Proficiency in Microsoft Office Suite and statistical analysis software.

RESEARCH

Patent Filed: Transdermal patch of Drug Delivery system to treat verruce vulguaris.

CONFERENCES/WORKSHOPS/SEMINARS ATTENDED

International: 1, National: 2, Seminars: 2

AWARDS & ACHIEVEMENTS

• Best poster presentation award in international conference
• GPAT – 2582 Rank 93% – 2020

ACADEMIC PROJECTS

Bachelors: ONE – Natural Indicators by using different plant extracts on Acid Base Titration
Masters: THREE – Biocorrosion, Antibiotics, Antimalarial, Antiviral, Analgesics on TOSA, TDP on TOSA Extract

CERTIFICATIONS

Udemy: Bioinformatics, Drug discovery, R, Python

SKILLS

Molecular biology, PCR, Chromatography, FT IR, Blotting Techniques, SDS PAGE, Assays, Python, R, IVIVC studies

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Cover Letter:

**Abbas Shaik Mugathi,**
18/03/2025,
**Dear Hiring Manager,**
Bizamica,
Pune
**Subject:** Application for AI ML Analyst
Dear Hiring manager ,
I am writing to express my interest in the AI ML Analayst at Bizamica. With my **M.Tech in Biotechnology** and expertise in **AI/ML applications for drug discovery**, I am confident in my ability to contribute effectively to your team.
My technical background includes proficiency in **Python**, **Power BI**, **Excel**, and **Stat-Ease software**, enabling me to analyze complex datasets and generate actionable insights. During my recent experiences, I successfully applied these tools to enhance decision-making processes in research and development projects.
I am excited about the opportunity to collaborate with your team and contribute to meaningful innovations in healthcare. I would welcome the opportunity to discuss how my skills align with your organization’s goals.
Thank you for considering my application. I look forward to the opportunity to connect.
**Sincerely,**
**Abbas Shaik Mugathi**

K. RESHMA REDDY

AI-Powered Researcher | Machine Learning & Image Analysis Expert | PhD in Clinical Embryology | 2.5+ Years of Experience

SUMMARY

Researcher with a BSc in Biotechnology and an MSc in Molecular and Human Genetics, currently pursuing a PhD in AI-driven embryo image processing. With over 2.5 years of experience in genetic counseling, research, and teaching, specialize in integrating artificial intelligence to enhance embryo grading and selection in IVF. Passionate about advancing reproductive technology through innovative AI applications, bridging the gap between biomedical research and clinical practice.

EDUCATION

Ph.D., 2022 – Pursuing
GARDEN CITY UNIVERSITY

M.Sc, 2020 – 2022
GARDEN CITY UNIVERSITY

B.Sc, 2017 – 2022
Maharani Lakshmi Ammanni College

WORK EXPERIENCE

Glory Dots Tech LLP (Oct 2024 – Jan 2025)
Senior Consultant – Program Manager for CME, CDE, CM
– Managed and designed Continuing Medical Education (CME), Continuing Dental Education (CDE), and Continuing Medical (CM) programs.
– Coordinated educational initiatives and training programs for healthcare professionals.

Garden City University (March 2023 – March 2024)
Genetic Faculty
– Delivered lectures on genetics and molecular biology to undergraduate and postgraduate students.
– Supervised student research projects, providing academic mentorship.

Cryoviva Biotech Pvt Ltd (June 2022 – Jan 2023)
Counselor
– Educated prospective clients on the benefits of stem cell banking for genetic disorder treatment.
– Provided scientific counseling to parents regarding umbilical cord blood preservation.
– Boosted sales performance through strategic counseling and engagement.

SKILLS

Technical Skills: Next-Generation Sequencing (NGS) data analysis, Gene expression analysis (PCR, qPCR) and sequencing technologies (Sanger, NGS), Drug-based functional assays, Flow cytometry for cell analysis and biomarker detection, Circular, Nanoparticle-based applications in drug delivery, Quality control (QC) assessment of genetic data from clinical samples, R, Python, SPSS, PyTorch, TensorFlow, Git/GitHub.

Academic Skills: Genetic Counselor, Literature Review, Mentoring, Program Coordination, Technical Writing.

Laboratory Skills: DNA extraction, PCR, Gel Electrophoresis, Karyotyping, Cell Culture, Cryopreservation, Recombinant DNA (rDNA) technology using plasmids, RNA/DNA extraction, Western blotting, ELISA, Confocal microscopy and fluorescence microscopy, Transmission Electron Microscopy (TEM), Scanning Electron Microscopy (SEM), Mammalian and bacterial cell culture techniques, Biofilm formation, and inhibition studies.

Research Skills: Data Analysis, Data Interpretation, Grant Writing, Project Management, Team Collaboration.

LANGUAGES: English, Telugu, Kannada, Tamil, Hindi

PUBLICATIONS

1. K Reshma, Elamathi N, 2025. Image Analysis in Life Sciences: Exploring Applications and Enhancements through Machine Learning, International Journal of Research and Analytical Reviews, Volume 12 | Issue 1 | January 2025 Page No: 756-767 (http://www.ijrar.org/viewfull.php?&p_id=IJRAR25A1606)

2. K Reshma, V G Shanmuga Priya, Dr Muhammed Asif. The Future of IVF: Leveraging AI and Machine Learning for precise Embryo Selection and Grading (Under Review)

3. K Reshma, Dr Elamathi Natarajan, V G Shanmuga Priya, Dr Muhammed Asif. Next-Gen Pneumonia Diagnosis: Secure AI Models with Federated Learning and Deep Learning Techniques (Under Review)

PROJECTS

1. Pneumonia Detection Using AI & ML
Built a deep learning model for pneumonia detection from chest X-rays, enhancing diagnostic accuracy. Tech: Python, TensorFlow, CNN, Image Processing, Transfer Learning

2. NGS Data Analysis: Processed NGS data for genetic variant detection using bioinformatics pipelines. Tech: Python, R, FastQC, BWA, GATK, Bioconductor

3. Phytochemical Analysis of Phyllanthus Niruri
Evaluated phytochemical compounds using MTT assay, DPPH, GC-MS, and molecular docking to assess bioactivity. Tech: Spectrophotometry, GC-MS, AutoDock, Cheminformatics

4. AI Model for Grading Day 3 and Day 5 Human Embryos
Developing an AI model to automate grading of Day 3 and Day 5 preimplantation embryos using image analysis, focusing on expansion, inner cell mass, and trophectoderm layers. Technologies Used: Python, PyTorch, ResNet, Inception, Image Processing, Data Augmentation, Transfer Learning, Model Optimization

5. Molecular Docking Simulations of Phytochemicals with Target Proteins
Investigating the potential of phytochemicals from Sphagneticola trilobate against breast cancer and cervical cancer target proteins. Technologies used: PyMOL, Chimera, Discovery Studio, AutoDock

6. Sphagneticola trilobata (L.): An enigma of anticancer activity
Identified anticancer activity in cervical and breast cancer cells. Technologies Used: MMT Assay, DDPH, GC-MS (Gas Chromatography-Mass Spectrometry) analysis

7. The study on clinical pregnancy rate in day 3 and day 5 embryo transfers: a cross-sectional retrospective study
Conducted a cross-sectional retrospective study analyzing clinical pregnancy rates in day 3 versus day 5 embryo transfers. Technologies Used: SPSS, Microsoft Excel

INTERNSHIPS

Biotecnika Info Labs Pvt Ltd (August 2024)
Research – Projects on AI & ML
– Conducted research projects integrating Artificial Intelligence (AI) and Machine Learning (ML) into life sciences.
– Explored AI applications in biotechnology, healthcare, and medical diagnostics.

Garbhagudi IVF Center (Feb 2022 – May 2022)
Research Intern
– Conducted andrology analysis, including sperm motility and morphology assessment.
– Assisted embryologists in IVF lab procedures and patient case studies.

Stroma Lifesciences Pvt Ltd (Dec 2021 – June 2022)
Research Project on Anticancer Activity
– Investigated potential anticancer compounds targeting cervical and breast cancer.
– Performed cytotoxicity assays and bioassays to evaluate therapeutic efficacy.

Keywords: AI-Powered Researcher, Machine Learning Expert, Image Analysis, Genetic Counseling, Next-Generation Sequencing, Gene Expression Analysis, Data Analysis, Project Management, Deep Learning, Genetic Technology, Bioinformatics.

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Cover Letter:

**Reshma Reddy**
17-03-2025
**Hiring Manager**
Bizamica
Pune, India
**Subject:** Application for AI/ML Analyst Position
Dear Hiring Manager,
I am excited to apply for the AI/ML Analyst position at Bizamica. With a strong academic foundation in **biotechnology, genetics, and AI-driven research**, coupled with hands-on experience in **machine learning and image analysis**, I am eager to contribute to your team.
I hold a **BSc in Biotechnology**, an **MSc in Molecular & Human Genetics**, and am currently pursuing a **PhD in Clinical Embryology**, where my research focuses on **developing AI models for embryo grading using image analysis**. My expertise includes **deep learning, computer vision, and data analysis**, particularly in healthcare applications. Additionally, I am proficient in **Python, SQL, PyTorch, and data preprocessing techniques** essential for AI/ML model development.
My experience as a **Geneticist at Garden City University** and research roles at **Garbhagudi IVF Center and Cryoviva Biotech Pvt Ltd** have equipped me with **data-driven problem-solving skills and analytical expertise**. I am eager to apply these skills to drive AI innovation at Bizamica.
I look forward to the opportunity to discuss how my background aligns with your needs. Thank you for your time and consideration.
Best regards,
**Reshma Reddy**

Name: John Smith

Summary: Experienced marketing professional with a passion for creativity and innovation. Proven track record in developing successful marketing campaigns and strategies. Strong analytical skills combined with a creative mindset.

Experience:

Marketing Manager
ABC Company, Anytown, USA
January 2015 – Present

• Developed and implemented marketing strategies to increase brand awareness.
• Oversaw the creation of marketing collateral and digital content.
• Analyzed market trends and conducted competitor research.

Education:

Bachelor of Business Administration in Marketing
XYZ University, MajorCity, USA
Graduated May 2014

Skills:

Marketing Strategy, Digital Marketing, Social Media Marketing, Content Creation, Brand Management

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Cover Letter:

Dear recruiter,

My name is Ishwarya, I did Masters in Microbiology from Alagappa University in Karaikudi, Sivagangaidistrict. I am writing to express my interest in the AI/ML analyst position in your organization.

I have been worked as a Project Associate in St. John’s Research Institute, Bangalore and had vast experience in infectious diseases. Given my first-class degree and my interest in Microbiological techniques, research and development, I am confident that I will give me a good start in your organization. Along with good interpersonal and communication skills, and also Currently, I hold 9.41 GPA score and was ranked amongst the top 5 of my class. I also completed a one-month internship in Madurai Kamaraj University, Tamil Nadu, India, where I worked as a part of their backend team.

During my time, I also pursued Diploma in medical laboratory technology, certificate courses, and attended many conference, workshop, and published many articles and book chapters, and I have research experience in “Production of biofuel from Oscillatoria sp.,” and in “Mass cultivation of bacterial cellulose under LED strips for application in the textile industries”.

My in-depth understanding of microbiological testing, evaluation, and validation along with my capacity to successfully manage all parts of laboratory operations will enable me to contribute to maintaining and enhancing the accomplishments of your company. With the passion for learning and hard work, I feel that I will be an asset to your organization. I would be happy to discuss more in an interview at your convenience, and I hope to hear back from you via email or phone.

Thank you for taking the time to consider my application. Sincerely,

Ishwarya A