Publication Projects

  1. Original Research Articles
  2. Meta-Analysis
  3. Case Reports
  4. Conference Proceedings

Research Projects

  1. Professional Projects (MDS, MS, MPharm, etc.)
  2. Translational Research
  3. Phenomenal Research
  4. Experimental Research

Industry Projects

  1. Product Formulation / Development
  2. Process Optimization / Automation
  3. Innovation / Prototyping
  4. Scale-up Projects

Govt. Projects

  1. Govt Funded Academic Projects
  2. Rural / Urban Projects
  3. Forest / Tribal Projects
  4. Policy / Implementation Projects

Degree Based

  1. PhD Projects
  2. Master's Projects (M.Sc/M.Tech/M.E.)
  3. Bachelor's Projects (B.Sc/B.Tech/B.E.)
  4. Intermediate - School Projects

Seasonal / Placement Oriented

  1. Placement Guaranteed / Oriented
  2. Summer Projects
  3. Winter Projects
  4. Course Finishers Projects (Academic)

Field Based

  1. Life Sciences (Biotech, Bioinfo etc.)
  2. Medical, Pharma & Clinical
  3. Environment, Agri & Natural Sciences
  4. All Fields

Mixed / Hybrid

  1. Interdisciplinary
  2. Cross-Domain
  3. Multi-Field
  4. Recreational / Hobby / Passion

Lab Works

  1. In Vitro
  2. In Vivo
  3. In Silico
  4. Ex Vivo
  5. Microbial / Cell Culture
  6. Molecular & Genetic

Field Works

  1. Environmental / Eco
  2. Agricultural / Farm-Based
  3. Forest / Wildlife
  4. Marine / Aquatic
  5. Rural / Tribal
  6. Geological / Soil & Water

Legal & Ethical

  1. Bioethics & IRB Compliance
  2. Patent & IP Drafting
  3. Regulatory Affairs (FDA / CDSCO / EPA)
  4. Clinical Trial Ethics (GCP / ICH)
  5. Animal Ethics (CPCSEA / IACUC)
  6. Biosafety & Biosecurity

Industrial

  1. Manufacturing & Production
  2. Quality Control / Assurance
  3. R&D / Product Development
  4. Process Engineering & Scale-Up
  5. Supply Chain & Logistics
  6. Industrial Microbiology / Fermentation

Corporate

  1. Business Development
  2. Market Research & Analytics
  3. Strategy & Consulting
  4. Sales & Client Relations
  5. Operations & Project Management
  6. Finance & Investment Analysis

Startup

  1. Founder's Office / Chief of Staff
  2. Product Development (MVP)
  3. Growth & Marketing
  4. Fundraising & Investor Relations
  5. Tech / Engineering Sprint
  6. Go-to-Market Execution

Academic

  1. Teaching Assistantship
  2. Research Assistantship
  3. Curriculum & Content Development
  4. Lab Demonstrator
  5. Thesis / Dissertation Support
  6. Academic Writing & Publishing

Seasonal

  1. Summer Internship
  2. Winter Internship
  3. Semester Break Internship
  4. Year-Long Internship
  5. Short-Term (4–6 Weeks)
  6. Pre-Final Year Internship

Lab Techniques

  1. Microbiology Techniques
  2. Molecular Biology Techniques
  3. Cell Culture & Tissue Culture
  4. Biochemistry & Analytical Methods
  5. Histology & Microscopy
  6. Instrumentation Handling (HPLC, PCR, Spectrophotometry)

Computational & Bioinformatics

  1. Sequence Analysis & BLAST
  2. Genomics & Transcriptomics Pipelines
  3. Proteomics & Structural Bioinformatics
  4. Molecular Docking & Drug Design
  5. Phylogenetics & Evolutionary Analysis
  6. NGS Data Analysis

Clinical & Medical

  1. Clinical Research Coordination
  2. Clinical Data Management
  3. Pharmacovigilance
  4. Medical Coding & Writing
  5. Diagnostics & Pathology Basics
  6. Hospital & Healthcare Workflows

Industrial & Manufacturing

  1. Good Manufacturing Practices (GMP)
  2. Quality Control & Quality Assurance
  3. Fermentation & Bioprocessing
  4. Downstream Processing
  5. Validation & Documentation (SOPs)
  6. Industrial Safety & Hazard Management

Regulatory & Compliance

  1. Good Laboratory Practices (GLP)
  2. Good Clinical Practices (GCP)
  3. Regulatory Submissions (CDSCO / FDA / EMA)
  4. Bioethics & IRB / IEC
  5. Biosafety Levels (BSL-1 to BSL-4)
  6. Intellectual Property & Patent Filing

Data Analysis & Statistics

  1. Biostatistics Fundamentals
  2. Experimental Design (DoE)
  3. SPSS for Life Sciences
  4. R Programming for Biology
  5. GraphPad Prism Mastery
  6. Meta-Analysis & Systematic Review

Software & Digital Tools

  1. PyMOL & Molecular Visualization
  2. ImageJ & Image Analysis
  3. EndNote / Mendeley / Zotero
  4. ChemDraw & Chemical Structure Tools
  5. LaTeX for Scientific Writing
  6. AI Tools for Researchers (ChatGPT, Claude, etc.)

Seasonal

  1. Summer Training
  2. Winter Training
  3. Semester Break Training
  4. Weekend Training Programmes
  5. Crash Course (1–2 Weeks)
  6. Long-Term Training (3–6 Months)

Hands-On Lab Workshops

  1. Microbiology Bench Workshop
  2. Molecular Biology Workshop
  3. Cell Culture Workshop
  4. Biochemistry Workshop
  5. Bioinstrumentation Demo Workshop
  6. Histology & Staining Workshop

Computational & In-Silico Workshops

  1. Bioinformatics Bootcamp
  2. NGS Data Analysis Workshop
  3. Molecular Docking Workshop
  4. Genomics & Transcriptomics Workshop
  5. Python / R for Biologists
  6. AI in Life Sciences Workshop

Faculty Development Programmes

  1. AICTE-Aligned FDP
  2. UGC-Aligned FDP
  3. Research Methodology FDP
  4. Pedagogy & Teaching Innovation FDP
  5. Outcome-Based Education (OBE) FDP
  6. Industry-Linked Curriculum FDP

Student Skill Workshops

  1. Lab Skills Bootcamp (UG)
  2. Lab Skills Bootcamp (PG)
  3. Project Work & Dissertation Workshop
  4. Career Pathway Workshop
  5. Higher Studies Prep (GRE / GATE / NET)
  6. Soft Skills & Communication Workshop

Industry-Academia Workshops

  1. Industry-Linked Case Study Workshop
  2. Pharma Industry Workshop
  3. Biotech Industry Workshop
  4. AgriTech Industry Workshop
  5. Diagnostics Industry Workshop
  6. Industry Expert Panel Workshop

Conference Workshops & Pre-Symposia

  1. Pre-Conference Half-Day Workshop
  2. Pre-Conference Full-Day Workshop
  3. Post-Conference Workshop
  4. Symposium Tutorial Sessions
  5. International Conference Workshop
  6. Specialty Track Workshop

Certification Workshops

  1. GCP Certification Workshop
  2. GLP Certification Workshop
  3. Biosafety Certification Workshop
  4. Bioethics Certification Workshop
  5. Clinical Research Certification Workshop
  6. Bioinformatics Certification Workshop

Seasonal

  1. Summer Workshop
  2. Winter Workshop
  3. Semester Break Workshop
  4. Weekend Workshop
  5. Annual Flagship Workshop
  6. Vacation Intensive Workshop

PhD Registration Assistance

  1. University Shortlisting
  2. Entrance Exam Preparation
  3. Research Proposal Drafting
  4. Statement of Purpose (SOP)
  5. Letters of Recommendation
  6. Supervisor Identification

PhD Practical Assistance

  1. Experimental Design
  2. Lab Protocols & SOPs
  3. Data Collection Support
  4. Statistical Analysis
  5. Troubleshooting Consultation
  6. Instrument Training

PhD Publication Assistance

  1. Journal Selection
  2. Manuscript Drafting
  3. Plagiarism & Similarity Check
  4. Peer Review Response
  5. Figure & Table Preparation
  6. Co-author & Affiliation Guidance
  7. Draft Publication Assistance

PhD Thesis Assistance

  1. Thesis Structure & Outline
  2. Chapter-by-Chapter Drafting
  3. Literature Review Compilation
  4. Formatting (University Template)
  5. Synopsis Preparation
  6. Viva-Voce / Defense Prep
ASCEND BY NTHRYS

Publication Projects

  1. Original Research Articles
  2. Meta-Analysis
  3. Case Reports
  4. Conference Proceedings

Research Projects

  1. Professional Projects (MDS, MS, MPharm, etc.)
  2. Translational Research
  3. Phenomenal Research
  4. Experimental Research

Industry Projects

  1. Product Formulation / Development
  2. Process Optimization / Automation
  3. Innovation / Prototyping
  4. Scale-up Projects

Govt. Projects

  1. Govt Funded Academic Projects
  2. Rural / Urban Projects
  3. Forest / Tribal Projects
  4. Policy / Implementation Projects

Degree Based

  1. PhD Projects
  2. Master's Projects (M.Sc/M.Tech/M.E.)
  3. Bachelor's Projects (B.Sc/B.Tech/B.E.)
  4. Intermediate - School Projects

Seasonal / Placement Oriented

  1. Placement Guaranteed / Oriented
  2. Summer Projects
  3. Winter Projects
  4. Course Finishers Projects (Academic)

Field Based

  1. Life Sciences (Biotech, Bioinfo etc.)
  2. Medical, Pharma & Clinical
  3. Environment, Agri & Natural Sciences
  4. All Fields

Mixed / Hybrid

  1. Interdisciplinary
  2. Cross-Domain
  3. Multi-Field
  4. Recreational / Hobby / Passion

Lab Works

  1. In Vitro
  2. In Vivo
  3. In Silico
  4. Ex Vivo
  5. Microbial / Cell Culture
  6. Molecular & Genetic

Field Works

  1. Environmental / Eco
  2. Agricultural / Farm-Based
  3. Forest / Wildlife
  4. Marine / Aquatic
  5. Rural / Tribal
  6. Geological / Soil & Water

Legal & Ethical

  1. Bioethics & IRB Compliance
  2. Patent & IP Drafting
  3. Regulatory Affairs (FDA / CDSCO / EPA)
  4. Clinical Trial Ethics (GCP / ICH)
  5. Animal Ethics (CPCSEA / IACUC)
  6. Biosafety & Biosecurity

Industrial

  1. Manufacturing & Production
  2. Quality Control / Assurance
  3. R&D / Product Development
  4. Process Engineering & Scale-Up
  5. Supply Chain & Logistics
  6. Industrial Microbiology / Fermentation

Corporate

  1. Business Development
  2. Market Research & Analytics
  3. Strategy & Consulting
  4. Sales & Client Relations
  5. Operations & Project Management
  6. Finance & Investment Analysis

Startup

  1. Founder's Office / Chief of Staff
  2. Product Development (MVP)
  3. Growth & Marketing
  4. Fundraising & Investor Relations
  5. Tech / Engineering Sprint
  6. Go-to-Market Execution

Academic

  1. Teaching Assistantship
  2. Research Assistantship
  3. Curriculum & Content Development
  4. Lab Demonstrator
  5. Thesis / Dissertation Support
  6. Academic Writing & Publishing

Seasonal

  1. Summer Internship
  2. Winter Internship
  3. Semester Break Internship
  4. Year-Long Internship
  5. Short-Term (4–6 Weeks)
  6. Pre-Final Year Internship

Lab Techniques

  1. Microbiology Techniques
  2. Molecular Biology Techniques
  3. Cell Culture & Tissue Culture
  4. Biochemistry & Analytical Methods
  5. Histology & Microscopy
  6. Instrumentation Handling (HPLC, PCR, Spectrophotometry)

Computational & Bioinformatics

  1. Sequence Analysis & BLAST
  2. Genomics & Transcriptomics Pipelines
  3. Proteomics & Structural Bioinformatics
  4. Molecular Docking & Drug Design
  5. Phylogenetics & Evolutionary Analysis
  6. NGS Data Analysis

Clinical & Medical

  1. Clinical Research Coordination
  2. Clinical Data Management
  3. Pharmacovigilance
  4. Medical Coding & Writing
  5. Diagnostics & Pathology Basics
  6. Hospital & Healthcare Workflows

Industrial & Manufacturing

  1. Good Manufacturing Practices (GMP)
  2. Quality Control & Quality Assurance
  3. Fermentation & Bioprocessing
  4. Downstream Processing
  5. Validation & Documentation (SOPs)
  6. Industrial Safety & Hazard Management

Regulatory & Compliance

  1. Good Laboratory Practices (GLP)
  2. Good Clinical Practices (GCP)
  3. Regulatory Submissions (CDSCO / FDA / EMA)
  4. Bioethics & IRB / IEC
  5. Biosafety Levels (BSL-1 to BSL-4)
  6. Intellectual Property & Patent Filing

Data Analysis & Statistics

  1. Biostatistics Fundamentals
  2. Experimental Design (DoE)
  3. SPSS for Life Sciences
  4. R Programming for Biology
  5. GraphPad Prism Mastery
  6. Meta-Analysis & Systematic Review

Software & Digital Tools

  1. PyMOL & Molecular Visualization
  2. ImageJ & Image Analysis
  3. EndNote / Mendeley / Zotero
  4. ChemDraw & Chemical Structure Tools
  5. LaTeX for Scientific Writing
  6. AI Tools for Researchers (ChatGPT, Claude, etc.)

Seasonal

  1. Summer Training
  2. Winter Training
  3. Semester Break Training
  4. Weekend Training Programmes
  5. Crash Course (1–2 Weeks)
  6. Long-Term Training (3–6 Months)

Hands-On Lab Workshops

  1. Microbiology Bench Workshop
  2. Molecular Biology Workshop
  3. Cell Culture Workshop
  4. Biochemistry Workshop
  5. Bioinstrumentation Demo Workshop
  6. Histology & Staining Workshop

Computational & In-Silico Workshops

  1. Bioinformatics Bootcamp
  2. NGS Data Analysis Workshop
  3. Molecular Docking Workshop
  4. Genomics & Transcriptomics Workshop
  5. Python / R for Biologists
  6. AI in Life Sciences Workshop

Faculty Development Programmes

  1. AICTE-Aligned FDP
  2. UGC-Aligned FDP
  3. Research Methodology FDP
  4. Pedagogy & Teaching Innovation FDP
  5. Outcome-Based Education (OBE) FDP
  6. Industry-Linked Curriculum FDP

Student Skill Workshops

  1. Lab Skills Bootcamp (UG)
  2. Lab Skills Bootcamp (PG)
  3. Project Work & Dissertation Workshop
  4. Career Pathway Workshop
  5. Higher Studies Prep (GRE / GATE / NET)
  6. Soft Skills & Communication Workshop

Industry-Academia Workshops

  1. Industry-Linked Case Study Workshop
  2. Pharma Industry Workshop
  3. Biotech Industry Workshop
  4. AgriTech Industry Workshop
  5. Diagnostics Industry Workshop
  6. Industry Expert Panel Workshop

Conference Workshops & Pre-Symposia

  1. Pre-Conference Half-Day Workshop
  2. Pre-Conference Full-Day Workshop
  3. Post-Conference Workshop
  4. Symposium Tutorial Sessions
  5. International Conference Workshop
  6. Specialty Track Workshop

Certification Workshops

  1. GCP Certification Workshop
  2. GLP Certification Workshop
  3. Biosafety Certification Workshop
  4. Bioethics Certification Workshop
  5. Clinical Research Certification Workshop
  6. Bioinformatics Certification Workshop

Seasonal

  1. Summer Workshop
  2. Winter Workshop
  3. Semester Break Workshop
  4. Weekend Workshop
  5. Annual Flagship Workshop
  6. Vacation Intensive Workshop

PhD Registration Assistance

  1. University Shortlisting
  2. Entrance Exam Preparation
  3. Research Proposal Drafting
  4. Statement of Purpose (SOP)
  5. Letters of Recommendation
  6. Supervisor Identification

PhD Practical Assistance

  1. Experimental Design
  2. Lab Protocols & SOPs
  3. Data Collection Support
  4. Statistical Analysis
  5. Troubleshooting Consultation
  6. Instrument Training

PhD Publication Assistance

  1. Journal Selection
  2. Manuscript Drafting
  3. Plagiarism & Similarity Check
  4. Peer Review Response
  5. Figure & Table Preparation
  6. Co-author & Affiliation Guidance
  7. Draft Publication Assistance

PhD Thesis Assistance

  1. Thesis Structure & Outline
  2. Chapter-by-Chapter Drafting
  3. Literature Review Compilation
  4. Formatting (University Template)
  5. Synopsis Preparation
  6. Viva-Voce / Defense Prep
Research Abroad Products

Machine Learning Internships

Click a category to proceed further.

Machine Learning Internships with Accommodation

Explore internship opportunities with access to NTHRYS accommodation options at active branch locations in India.

Bengaluru → Chennai → Hyderabad → Kochi → Kolkata →
Showing 25–36 of 50 categories
Meta-Learning Few-Shot Learning Systems
Research MAML, Prototypical Networks, and Siamese networks for rapid model adaptation with limited training examples.
5 focused areas Click to view more details →
Knowledge Distillation Model Compression
Develop techniques for transferring knowledge from large teacher models to smaller student models for efficient deployment.
5 focused areas Click to view more details →
Clustering Unsupervised Learning Methods
Research K-means, hierarchical clustering, DBSCAN, and deep clustering approaches for discovering data structure patterns.
5 focused areas Click to view more details →
Bayesian Machine Learning Probabilistic Models
Develop Bayesian neural networks and variational inference methods for uncertainty quantification in predictions.
5 focused areas Click to view more details →
Active Learning Sample Selection
Research strategies for selecting informative samples to maximize model performance with minimal labeling effort.
5 focused areas Click to view more details →
Imbalanced Classification Techniques
Investigate SMOTE, class weighting, and cost-sensitive learning approaches for handling severely imbalanced datasets.
5 focused areas Click to view more details →
Ensemble Methods Model Combinations
Explore stacking, boosting, bagging, and voting strategies for improving prediction accuracy through model ensemble techniques.
5 focused areas Click to view more details →
Semantic Segmentation Scene Understanding
Develop pixel-level classification models using U-Net, DeepLab, and FCN architectures for image segmentation tasks.
5 focused areas Click to view more details →
Data Augmentation Synthesis Techniques
Research image rotation, cropping, mixup, and GAN-based augmentation methods to expand training dataset diversity.
5 focused areas Click to view more details →
Hyperparameter Optimization Tuning
Investigate grid search, random search, and Bayesian optimization for systematically finding optimal model hyperparameters.
5 focused areas Click to view more details →
Regression Analysis Prediction Systems
Research linear, polynomial, and neural network regression methods for continuous value prediction in real-world applications.
5 focused areas Click to view more details →
Instance Segmentation Mask Detection
Develop Mask R-CNN and region-based architectures for simultaneous object detection and pixel-level segmentation.
5 focused areas Click to view more details →
Looking for internship topics in Machine Learning? Explore all Machine Learning internship topics and focused areas available across our internship categories.
Looking for Summer internship in Machine Learning? Explore all Machine Learning Summer Internship topics and focused areas available across our internship categories.
Looking for Winter internship in Machine Learning? Explore all Machine Learning Winter Internship topics and focused areas available across our internship categories.