Registration closed Kindly click here to enroll in upcoming batch
QUICK NAVIGATION
Quaxon Bio & IT Solutions, India is going to conduct it’s 61st international virtual workshop on Data Analysis and Machine Learning in Bioscience Research using Programming in R
Date: 1st to 5th September 3rd to 7th Sep 2025
Time: 7 PM to 9 PM IST
Platform : Google Meet
Kindly check the schedule time at your time zone or country by visiting this link
https://savvytime.com/converter
Contact us if any query https://qbiits.org/contact-us/
Key Takeaway
Complete practical oriented training.
Designed for beginner to advance level learners
Certificate for all participants
Study manual and video tutorial
Eligibility:
Students, Research scholars, Faculties from all bioscience disciplines (Botany, zoology, microbiology, Biotechnology Bioinformatics, Pharma Science/ clinical research and other allied fields having basic computer operations skill are eligibility to participate
ABOUT THE THEME TOPIC
Python for Data Analysis and Machine Learning in Bioscience Research
.Python offers great tools for data analysis, visualization, and reproducible research. Its open-source nature and wide range of libraries make it useful for managing complex biological datasets, like genomic sequences, proteomics data, and clinical trials. In addition to traditional data analysis, Python includes strong frameworks and libraries, such as scikit-learn, TensorFlow, PyTorch, and pandas, for applying machine learning techniques like classification, clustering, and predictive modeling. This helps researchers find patterns, gain insights, and make informed predictions based on data. Whether you are conducting exploratory data analysis, building machine learning models, or visualizing complex trends in your data, Python provides a solid and flexible platform. Learning Python is not just a technical skill; it is also an important capability for bioscience researchers in today’s data-driven world.
About this Workshop
This workshop takes you on a complete learning journey with Python. It starts from the very basics and moves step by step toward real-world applications in bioscience research.
In the first two days, you will build a solid foundation in Python programming while exploring its essential libraries, including NumPy, Pandas, Matplotlib, and Seaborn for data handling and visualization. On Day 3, the focus shifts to Exploratory Data Analysis (EDA). You will learn practical techniques to clean, analyze, and interpret biological datasets.
Days 4 and 5 are dedicated to Machine Learning. You will gain hands-on experience with classification, clustering, and predictive modeling using Scikit-learn. You will also see how these methods are applied to real biological problems, such as disease prediction, gene clustering, and cancer subtype classification.
By the end of the workshop, you will have skills to use Python for analyzing complex biological data, building ML models, and uncovering meaningful insights.
COURSE CURRICULUM
Day 1: Getting Started with Python
- Why Python for ML?
- Setting up Python & Jupyter Notebook
- Python basics:
- Variables, data types, operators
- Input/output, printing results
- Lists, tuples, dictionaries
- Control structures: loops & conditionals
- Hands-on: Write and execute python scripts
Day 2: Working with Data Files in Python
- Functions in Python (reusable code blocks)
- File handling (open, read/write text files)
- Importing/exporting CSV & Excel datasets with pandas
- Data cleaning basics: handling missing values, filtering, selection
- Hands-on:
- Read/write text and CSV files
- Load a bioscience dataset (e.g., iris, gene expression, any other biological data)
- Perform simple filtering & summary statistics
Day 3: Using Python Libraries & Exploratory Data Analysis (EDA)
- Introduction to key libraries: NumPy, Pandas, Matplotlib, Seaborn
- Data wrangling with pandas: indexing, slicing, transformations
- Exploratory Data Analysis (EDA): summary statistics, correlations, distributions
- Visualization with matplotlib & seaborn: histograms, boxplots, heatmaps, scatterplots
- Hands-on: EDA on a bioscience dataset
Day 4: Supervised Machine Learning in Biosciences
- Machine Learning overview & classification concepts
- ML workflow: preprocessing → training → testing → evaluation
- Data preprocessing for ML:
- Handling missing values & outliers (brief recap from Day 2)
- Feature selection & encoding categorical variables
- Train/test split & normalization/scaling
- Classification algorithms:
- Logistic Regression
- Decision Trees & Random Forest
- Support Vector Machines (SVM)
- Model evaluation: accuracy, confusion matrix, ROC curve, AUC
- Hands-on: Build and evaluate a disease prediction model (diabetes dataset / gene classification dataset)
Day 5: Unsupervised Learning
- Clustering methods:
- K-Means
- Hierarchical clustering
- Dimensionality reduction: PCA
- Applications in biosciences: gene clustering, cancer subtype classification
- End-to-end case study: ML pipeline on biological dataset
- Wrap-up: Key takeaways, future scope, Q&A
Case Studies used in this workshop
Exploratory Data Analysis, Statistical Analysis/Inference, and Machine Learning will be implemented on the following dataset but not limited to the below/
- Gene Expression in Cancer Cell Lines (NCI60 dataset) – grouping and clustering of cancer cell lines.
- Leukemia Classification (Golub dataset: ALL vs AML) – supervised ML for disease type prediction.
- Blood-Brain Barrier Prediction – using molecular descriptors of drug-like compounds.
- Species Classification (Iris dataset) – introduction to ML classification using petal/sepal measurements.
- Fatty Acid Profile Analysis – classification of vegetable oil samples (pumpkin, sunflower, peanut, etc.).
- CO₂ Uptake in Plants – statistical modeling of environmental effects on biological systems.
Steps to Participate/Registration process
Step-1: Pay the participation fee as per your category, take a screenshot of transaction
Participation fee category wise
| Category | for Indians | For International Participants |
| Students | Rs. 1000/- | $25 |
| Research Scholar/PhD Scholar | Rs. 1200/- | $30 |
| Faculty/PDF/ Other Job holders | Rs.1400/- | $35 |
Call/WhatsApp: +91-9692521875 for any kind of Information
Payment Link for Indians
Payment link for International Participants
Step-2: Fill up the registration form in this link below(After Payment)
About us
Quaxon Bio & IT Solutions is a fastest growing EduTech start-up established and registered to the Ministry of Micro, Small and Medium Enterprises, Government of India. Our mission is to act as an industry-academic interface, to excel in knowledge transformation and producing a highly skilled workforce equipped with next-generation technology. We are delivering high demand skills via virtual workshop on bioinformatics and data science with international participants, facilitating the exchange of cutting-edge research and ideas around the globe.
Contact us for any queries
WhatsApp/Call +919692521875 or write to us support@qbiits.org
General Term and Conditions
- You need to provide your complete and genuine details in the Google registration form
- In this Online Workshop, there will be a LIVE trainer who will solve queries along with training.
- Participants should have windows system for smooth learning as the demonstration will be given on windows system only
- Make sure you register and make payment under the right category to avoid cancellation of registration.
- You must need to upload your professional ID which can be your Student ID Card or Research Institute ID Card or Company ID Card.
- The certificate will be issued as per the details which you will provide in the registration form while registering before payment.
- You must provide your WhatsApp number to join in the meeting group to get timely update. The link to join WhatsApp group will be send to your WhatsApp number and registered email id. It’s your responsibility to join in time.
- The registration is NON-REFUNDABLE but TRANSFERABLE upon request from participant with proper reason.
- We may rescheduled the event in case of any unseen problem which is beyond our control, in this case we will give you detail update via email or by phone contact.
- Quaxon Bio & IT Solutions, India reserves full right of entry of anyone into the event., If we do not wish to give this workshop to any participant then we will refund their paid amount by cancelling his/her registration from our end.