Innovative Skills

Course Description

এই Offline Research Bootcamp-টি ডিজাইন করা হয়েছে তাদের জন্য যারা থিসিস, academic project অথবা independent research-কে শক্তভাবে উন্নত করতে চান। এখানে অংশগ্রহণকারীরা শিখবে কীভাবে বিভিন্ন ডোমেইন—যেমন Healthcare, Agriculture, Business, Social Science, Cybersecurity ইত্যাদি—থেকে একটি বাস্তব সমস্যা নির্বাচন করে AI/ML অ্যালগরিদম ব্যবহার করে সেটাকে publish-ready research paper-এ রূপ দেওয়া যায়।

কোর্সে ধাপে-ধাপে দেখানো হবে: research problem নির্বাচন, literature review, hypothesis তৈরি, dataset সংগ্রহ ও পরিষ্কার করা, উপযুক্ত algorithm নির্বাচন, model training ও evaluation, ফলাফল বিশ্লেষণ, comparison table তৈরি, figure/graph design, এবং শেষে IEEE/ACM/Elsevier স্টাইলে research paper লেখা। plagiarism, citation management, reviewer comments handle করা—এগুলিও practically শেখানো হবে।

Bootcamp শেষে অংশগ্রহণকারীরা তাদের থিসিস বা চলমান research-কে journal/conference publish-ready অবস্থায় নিয়ে যেতে পারবে এবং অন্তত একটি complete research draft প্রস্তুত করতে পারবে—এটাই মূল লক্ষ্য।

ক্লাস নিবেনঃ

Abdullah Al Noman

Milestone 1: Python Fundamentals for Research Variables&DataTypes
Operators&Expressions
ControlFlow(IfElse
Loops)
Functions&Modules
List
Tuple
Set
Dictionary
StringManipulation
FileHandling
ExceptionHandling
Comprehensions
LambdaFunctions

DataCleaning
MissingValueHandling
Normalization&Standardization
EncodingCategoricalData
DataAggregation&Grouping
FeatureEngineering
StatisticalAnalysis
Correlation&Covariance
MatrixOperations
NumericalRepresentation
DataVisualization(BasicCharts
AdvancedPlots)

SupervisedLearning(Classification
Regression)
UnsupervisedLearning(Clustering
DimensionalityReduction)
ModelEvaluation(Metrics
CrossValidation)
Overfitting&Regularization
DecisionTrees&RandomForest
KNN
SVM
LinearRegression
LogisticRegression
NeuralNetworksBasics
CNN
RNN
LSTM
TransferLearning

ক্লাস নিবেনঃ

Salman Md Sultan

IntroductiontoGenAI
TextGeneration
ImageGeneration
LLMBasics
Embeddings&Vectorization
PromptDesign
SystemPersonaPrompts
ReActChain-of-Thought
FineTuningLLM
LLMforResearchApplications

ResearchProblemFormulation
LiteratureReview&GapFinding
DatasetCollection&Preparation
ExperimentDesign&Evaluation
ResultInterpretation&Visualization
ComparisonTables&Figures
PaperWritingStructure(IEEE/ACM/Elsevier)
Citation&PlagiarismHandling
ThesisAlignment&DraftPreparation
Journal/ConferenceSubmissionWorkflow

Salman Md Sultan

Education

M.Sc. in Information and Communication Engineering, Chosun University, Gwangju, South Korea. CGPA: 4.25 out of 4.50, passing year: 2021., CGPA: 4.25 out of 4.50,
B.Sc. in Computer Science and Engineering, University of Asia Pacific, Dhaka, Bangladesh. CGPA: 3.75 out of 4.00, passing year: 2017., CGPA: 3.75 out of 4.00,
Higher Secondary Certificate (HSC): Science, Government Laboratory High School, Dhaka. GPA: 4.40 out of 5, passing year: 2013., GPA: 4.40 out of 5,
Secondary School Certificate (SSC): Science, Government Laboratory High School, Dhaka. GPA: 4.69 out of 5, passing year: 2011., GPA: 4.69 out of 5,

IT Industrial Experience (6 Years)

No.	Institution	Designation	Duration
1	Innovative Skills Ltd.	Chief Executive Officer (CEO)	2023-Continue
2	Gachon University	External AI Researcher	01/05/2023-Continue
3	European IT	Team Leader (R&D)	01/02/22-30/04/2023
4	TISCON	Python Developer	01/10/21-31/01/22
5	Chosun University	AI Research Programmer	03/09/19-31/08/21
6	Robi Axiata Limited	Report Analyst	10/04/18-30/09/18

Project/Research

2022-2023: Development of Collective Collaboration Intelligence Framework for Internet of Autonomous Things, South Korea. [RSSI, Localization, Data Analysis, Supervised Learning]
2023 [Running]: Geobag Counting using Deep Learning. [Yolov3, Django, MySQL, Bootstrap], jQuery]
2022-2023: Employee Attendance System using Computer Vision [OpenCV, Yolov3, Django, Firebase]
2021-2022: Intelligent platform for Indoor Spatial Data Infrastructure Based on Crowd-sourcing Behavior, South Korea. [RSSI, Localization, Data Analysis, Supervised Learning]
2020-2022: Smart city urban infrastructure air quality real-time monitoring and prediction platform technology development, South Korea. [Tensorflow, Deep Reinforcement Learning, LSTM, Drone Navigation, AQI Data Analysis]
2021: Employee Attendance System using Computer Vision [Dlib, Face_recognition API]
2021: Exam Proctoring System using Computer Vision [Dlib, Face_recognition, Yolov3]
2019-2021: Development of Autonomous Collaborative Swarm Intelligence Technologies, South Korea. [Tensorflow, Google Dev. Board, Deep Reinforcement Learning, LSTM, Dense, IoT]

Nazmus Saqib

Education

Chosun University, Gwangju,South Korea. M.Sc in Computer Engineering, 2023-2021
Khulna University of Engineering & Technology (KUET) B.Sc in Electronics & Communication Engineering (ECE), 2012-2018

IT Industrial Experience (6 Years)

No.	Institution	Designation	Duration
1	Computer Vision Lab, Chosun University	Research Engineer	February 2023 – Present
2	Computer Vision Lab, Chosun University	Graduate Research Assistant	March 2021 – February 2023
3	Creative Engineers Ltd.	Engineer	July 2018 – July 2020

Project/Research

February 2023: Multi-inference strategy for self-supervised denoising
September 2022: Rethinking Gradient Weight’s Influence Over Saliency Map Estimation
September 2022: Denoising Single Images by Feature Ensemble Revisited
March 2023: Semi-supervised atmospheric component learning for low-light imaging problem
March 2020: An Improved Adaptive Optimization Technique For Image ClassificationFebruary, 2020: Image Classification Using DNN With An Improved Optimizer
March 2021 - Present: FRVT—Face recognition Project | PL: Python, C++, OS: Linux/Ubuntu
December 2021: Fingerprint liveness detection | Python

Abdullah Al Noman

Education

B.Tech in Computer Science & Engineering (CSE) at National Institute of Technology Rourkela (NITRKL), India ., 2022

IT Industrial Experience (2 Years)

No.	Institution	Designation	Duration
1	Innovative Skills LTD	Software Engineer & Product Owner	Product Lead: Driving product strategy, roadmaps, and feature prioritization to improve user retention.
2			Full-Stack Developer: Building scalable backend systems (Laravel, Node.js) and frontend components (React).
3			Project Manager: Managing team workflows, backlogs, and resources using OpenProject and Agile.
4			Technical Instructor: Designing curricula and teaching MERN Stack and Python Fundamentals.
5			Operations Manager: Leading technical recruitment and improving internal team collaboration.
6

Project/Research

Evaluation

Reviews through our website

Reviews through Social Media

Tasfiq Kamran

Aminul Mahi

Shaiful Islam

MD Asadullah Shibli

Obaydullah Hasib

Nirban Mitra Joy

Md Maniruzzaman Manir

Md Anower Hossain

Mehedi Azad

Alomghir Hossain

Video Feedback

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Key Topics:

Python Fundamentals Data Processing with Python Numerical Representation Machine Learning Deep Learning Generative AI & LLM Research Problem Formulation Literature Review & Gap Finding Dataset Collection & Preparation Experiment Design & Evaluation Result Interpretation & Visualization Paper Writing Structure (IEEE/ACM Style) Citation & Plagiarism Handling Thesis Alignment & Draft Preparation Journal / Conference Submission Workflow

Prerequisite

You can start from Basic

Price

25000

Discount Price

16250

Duration

6 Months (Friday-Saturday)

Available Seats

30

Class Type

Live

Access

Lifetime

Remaining

15 days

Enroll Now

Reviews

Rahmatullah Masum

(5.0) 1 year ago

Assalamu Alaikum. 'Machine Learning for NLP' and other courses offered by Innovative Skills BD are well organized and the instructors are very helpf... see more

Siraj Us Salekin

(5.0) 1 year ago

Innovative Skills BD provided an excellent foundation for my journey into Machine Learning and Deep Learning. The NLP course, led by the phenomenal... see more

Obaydullah Hasib

(5.0) 1 year ago

Enrolling in the "Python Development with Django" course at ISBD has been a transformative experience. Salman Vai, our instructor, is so supportive, h... see more

Shaiful Islam

(5.0) 1 year ago

Embarking on a 4IR journey? Choose Innovative Skills. From Computer Vision, and NLP to other cutting-edge courses, their hands-on approach and expert... see more