🚀 JOIN THE VLSI ELITE AT MAVEN SILICON! 🚀

Are you an industry expert or academic leader ready to shape the next generation of engineers. Maven Silicon is hiring Member Technical Staff & Faculty Leaders for our Bengaluru Center of Excellence! 🏛💻

The Role: MTS / Professor – VLSI & Embedded Systems Experience: 3 – 15+ Years Location: Bengaluru (Work from Office)

Key Skills We’re Looking For: ✅ Digital Design | Verilog | SystemVerilog | UVM ✅ VHDL | DFT | Back-end Design ✨ Bonus: Experience with Mentor Graphics EDA flow

🎓 Qualification: B.E/B.Tech, M.E/M.Tech (PhD preferred) ⏳ Notice Period: Immediate to 30 Days

🔥 READY TO APPLY?
1️⃣ Apply Online: https://mavensilicon.keka.com/careers/jobdetails/59265
2️⃣ Email CV: jobs@maven-silicon.com

🌐 Visit us: www.maven-silicon.com Share this with your VLSI network! ⚡️

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*Greetings from Manuscriptpedia!*
An ISO 9001:2015 Certified Research and Training Organization (Registered Research Firm)

🎓 International Professional Development Program on *“Machine Learning in Research: From Modeling to Publication”*

*# Bring Your Data, Leave with Insights | ML 1.0* #

📅 *Date:* April 27th – May 1st, 2026
🕕 *Time:* 6:30 PM – 8:00 PM IST
💻 *Mode:* Online (Google Meet)
📜 *Category:* Professional Development Program (PDP)

*About the PDP*
This 5-day PDP is designed to provide hands-on training in applying machine learning to real-world research problems. Participants will work directly with datasets, learning how to build predictive models, validate results, optimize performance, and interpret outcomes for meaningful insights.

The program emphasizes data-driven approaches and reproducible workflows, equipping researchers from core departments (engineering, energy, materials, healthcare, etc.) with practical skills to integrate ML into their research pipelines.

🧠 *PDP Themes & Schedule*

🔹 *Day 1: Practical Foundations of Machine Learning*
*Introduction to ML workflows with real datasets
*Setting up Python/ML environments (Scikit-learn, TensorFlow, PyTorch)
*Data exploration and preprocessing (hands-on lab)

*🔹 Day 2: Prediction & Model Building*
*Regression and boosting models
*Building predictive models step-by-step
*Hands-on exercises with domain-specific datasets

🔹 *Day 3: Validation & Cross-Validation*
*Train-test split, k-fold cross-validation, and LOOCV
*Avoiding overfitting and bias
*Practical lab: validating models on research datasets

🔹 *Day 4: Optimization & Hyperparameter Tuning*
*Hyper parameter for model optimization
*Performance metrics (validation metrics)
*Hands-on lab: optimizing models for reliability and robustness

🔹 *Day 5: Interpretation & Research Integration*
*Model explainability (SHAP, PDP, feature importance)
*Translating ML outputs into research insights
*Designing reproducible ML workflows for publication and collaboration
*Reflection, peer learning, and roadmap for ML-driven research impact

💡 *Why Join This PDP?*

✅ Hands-on training with real datasets and ML tools
✅ Learn prediction, validation, cross-validation, optimization, and interpretation techniques
✅ Receive a Professional Development Certificate
✅ Build reproducible, data-driven workflows for your research
✅ Network with global researchers applying ML in diverse domains

👨‍🏫 *Resource Person :* Dr. Krishnamoorthy Ramalingam,
Research Faculty, Universiti Sains Malaysia (USM)

💳 *Registration Details -*
*Registration Fee:* Rs. 590/- only
*Register Now* : https://rzp.io/rzp/bmygt2dg


📧 *For Queries and Bulk Registration* - Email: manuscriptpedia@gmail.com /director@manuscriptpedia.com

📞 Call/WhatsApp: +91 9150929629
🌐 Website: www.manuscriptpedia.com/research-events

*"Practical ML: No more theory, just your data in action"*

# Limited Seats Only

🏛 *About Manuscriptpedia*

Manuscriptpedia is a global educational and research-focused training firm dedicated to fostering excellence in learning, research, and innovation. Backed by ISO 9001:2015 certification, Manuscriptpedia has supported and mentored thousands of scholars, educators, and researchers through impactful training programs and knowledge-driven initiatives.

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🌍 Greetings from *Manuscriptpedia* , An ISO 9001:2015 Certified Training Organization

*🎓 5-Day Online Professional Development Programme (PDP)*

*✨ Innovative Pedagogies and Curriculum Design for Outcome-Based Education & Continuous Quality Improvement*

📅 *Date* : May 11–15, 2026 (Monday to Friday)
⏰ *Time* : 6:00 PM – 7:00 PM (IST)
💻 *Mode* : Online (Google Meet / Zoom)
📍 *Organized by* : Manuscriptpedia

📘 *About the Programme*

This intensive 5-day FDP/PDP is designed for educators, faculty, and academic professionals who aim to:

✔ Understand and implement Outcome-Based Education (OBE)
✔ Adopt innovative teaching pedagogies
✔ Design effective outcome-based curriculum
✔ Apply modern assessment & evaluation techniques
✔ Ensure Continuous Quality Improvement (CQI)

🚀 *Upgrade your teaching practices and align with national & international accreditation standards!*

🗓️ *Programme Schedule*

🔹 *Day 1:* *Effective Teaching in Practice, OBE frame work and Pedagogies*
* From traditional lecturing to Active learning
* Co-operative group learning
* Flipped classroom Lab courses

🔹 *Day 2:* *Bloom’s Taxonomy & Learning Domains*
* Cognitive, Affective & Psychomotor Domains
* Mapping Learning Outcomes
* Evaluation Techniques

🔹 *Day 3: Outcome-Based Curriculum Design*
* Curriculum Mapping
* COs, POs & PSOs
* Articulation Matrices

🔹 *Day 4: Course Delivery & Assessment*
* Course Delivery Plan
* Assessment Strategies (Direct & Indirect)
* Rubrics for Evaluation

🔹 *Day 5: Outcome Attainment & CQI*
* CO & PO Attainment
* Preparing CQI Reports
* Closing the Quality Loop

💰 *Registration Details*

🎟️ *Fee:* ₹590/-
🔗 *Register Now* : https://rzp.io/rzp/72JJxlv

📞 *Contact Us*
📧 manuscriptpedia@gmail.com
📧 director@manuscriptpedia.com
📱 Call/WhatsApp: +91 9150929629

🏢 *About Manuscriptpedia*

Manuscriptpedia, based in Kanniyakumari, is a leading research training & consultancy firm that has mentored thousands of researchers, scholars, and educators. With ISO 9001:2015 certification, we are committed to delivering quality-driven, practical, and impactful academic solutions.

*🔥 Limited seats available — Enroll now and transform your teaching excellence!*