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NVIDIA- Centre of Excellence

RCOEM in association with NVIDIA has set-up the 1st Centre of Excellence in Artificial Intelligence and Deep learning (AI & DL) in central India. Core purpose of this centre is to build a high throughput Al compute infrastructure to create a pool of skilled manpower in Deep Learning, Machine Learning, Data Science and Analytics to conduct research and development based on industry relevant live use cases.

The NVIDIA Center of Excellence offers unprecedented computing facilities. It is equipped with A100 NVIDIA DGX server providing a high-speed computing platform for designing AI based deep learning applications. It accelerates both training and inference for complex deep learning models.

Facilities:

CPU: 1× AMD 7742, 64 cores, 2.25 GHz (base) – 3.4 GHz (max boost)

GPU (Current Units): 4× NVIDIA A100, 40 GB

  • 5 petaOPS INT8
  • 4×40 GB (160 GB total) GPU memory
  • 5 petaFLOPS AI

System Memory: 512 GB DDR

Data Storage: 7.68 TB + cache/data U.2 NVMe drive

OS Storage: Boot M.2 NVMe drive

Key Features:

  • Ubuntu Desktop Linux OS.
  • DGX Recommended GPU Driver CUDA Toolkit.
  • NVIDIA Deep Learning Teaching Kit that includes syllabus examples, Labs Exercises, Quizzes, etc.
  • Free Access to NVIDIA Deep Learning GPU Training System (DIGITS).
  • NVIDIA-CUDA-Toolkit.

Utilization [Center of Excellence]:

  • Utilized for advanced research projects in Artificial Intelligence, handling complex deep learning, machine learning, and data science workloads
  • Used for processing massive datasets and running sophisticated AI algorithms
  • Used in major research-based projects requiring heavy computational demand

Outcome from Center of Excellence:

Received Project Grant worth Rs. 2.13 Cr for the following two projects

  • Development of Coal Quality Exploration Technique based on Convolutional Neural Network and Hyperspectral Images
  • Indigenous development of NIR Spectroscope for instant prediction of coal quality parameters.
  • No of Publications in SCI & Scopus Journals: 10

Department of Computer Science & Engineering and Emerging Technologies Department has good laboratory facilities for the effective implementation of Teaching-learning process. There are total Eighteen (10) laboratories as DT 105, DT 109, DT 111, DT 205, DT 209, DT 211, DT 306, DT-704, DT-705, DT 903, DT 904, DT 1005, DT 1009, DT 1011 for Undergraduate program with investment of ₹ 34,152,921,00 (Approx.) These laboratories play a crucial role in bridging the gap between theoretical knowledge and practical application, enabling the students to gain hands-on experience in various domains of computing. All the laboratories are equipped with the state-of-the-art infrastructure. These labs are equipped with cutting-edge infrastructure, high-performance computing systems, and the latest software tools to support various domains such as Artificial Intelligence, Machine Learning, Data Science, Networking, Cybersecurity, Cloud Computing, and Software Development. All the laboratories have trained technical personnel to assist in lab activities and ensure smooth conduction of practical sessions. They will ensure that all systems and software are up to date, troubleshoot technical issues, and maintain a smooth lab environment. The well-equipped and efficiently managed laboratory facilities ensure that students receive practical exposure and stay up to date with emerging technologies, preparing them for industry and research-oriented careers in Computer Science & Engineering.

Details of major equipment available in each laboratory:
Sr. No. Name of Laboratories Detailed Name of Laboratory Major equipment Area in ( sq. m) Lab Coordinator
1 DT-109 Lab-1 Database Management Lab 1. DELL VOSTR 3910 MT DESKTOP Intel Core i7-12700 12th Gen 2.INTERACTIVE DISPLAY PANEL 133.46 Prof. Shubham Tayade
2 DT-111 Lab-2 Networking Lab 1. DELL VOSTR 3910 MT DESKTOP Intel Core i7-12700 12th Gen 2.INTERACTIVE DISPLAY PANEL 77.70 Prof. G. Nazneen
3 DT-105 Lab-3 Project Lab HP Elite Tower 600G9 R 400W, Intel core i7- 13700 (2.1 Ghz, 30MB 16 core, 65W); NVIDUA  GeForce RTX 3060 (12 GB GDDR6 dedicated) 77.70 Dr.V. Bongirwar
4 DT-209 Lab-1 Programming Language Lab 1. DELL VOSTR 3910 MT DESKTOP Intel Core i7-12700 12th Gen 2.INTERACTIVE DISPLAY PANEL 133.46 Dr. P. Sonsare
5 DT-211 Lab-2 Operating System Lab 1. DELL VOSTR 3910 MT DESKTOP Intel Core i7-12700 12th Gen 2.INTERACTIVE DISPLAY PANEL 77.70 Prof. H. Gehani
6 DT-205 Lab-3 Project Lab-II HP Elite Tower 600G9 R 400W, Intel core i7- 13700 (2.1 Ghz, 30MB 16 core, 65W); NVIDUA  GeForce RTX 3060 (12 GB GDDR6 dedicated) 77.70 Prof. D. Borikar
7 DT-306 Lab M.Tech Lab DELL VOSTR 3910 MT DESKTOP Intel Core i7-12700 12th Gen Total = 44 (Rate: 59,000 /- each) INTERACTIVE DISPLAY PANEL: 01 (Rate: 1,35,700/- each)   115.849   Prof.N.Lanke
8 DT-704 Lab-2 Computer Lab-I Intel Core i12400/intel UHD Graphics Dual Band Wifi,Windows 11 HIKVISION Interactive Panel 86 inch , 11.894×9.629m Prof. Ankita Jaiswal
9 DT-705 Lab-1 Project Lab Intel Core I7-12700 2.10GHZ, 16GB Ram,1TB NVME KBG50ZNUIT02 KIOXIA SSD, Iteractive Display Panel Board Serial No. FC7203084   12.046×9.62m Prof. Kaushik Roy
10 DT-809 Lab-1 Project Lab HIKVISION Model No DS-D5B86RB/C Size 86 Inches, Back light Technology DL HP Pro Tower 280 G9 E R Base, Intel Core i7-12700 12th Gen 1TB Pcle NVME M.2 SSD 16GB Ram 2X8 GB HP Keyboard & Mouse   133.46 Dr. P. J. Assudani
11 DT-811 Lab-2 Computer Lab-II HIKVISION Model No DS-D5B86RB/C Size 86 Inches, Back light Technology DL HP Pro Tower 280 G9 E R Base, Intel Core i7-12700 12th Gen 1TB Pcle NVME M.2 SSD 16GB Ram 2X8 GB HP Keyboard & Mouse, HP P240 V LED Monitor 77.70 Dr. P. V. Kokardekar
12 DT-805 Lab-3 Computer Lab-I HIKVISION Model No DS-D5B86RB/C Size 86 Inches, Back light, Technology DL HP Pro Tower 280 G9 E R Base, Intel Core i7-12700 12th Gen 1TB Pcle NVME M.2 SSD 16GB Ram 2X8 GB HP Keyboard & Mouse, HP P240 V LED Monitor 77.70 Dr. A. V. Chandak
13 COE HALL-03 DT-903 Hyperspectral Imaging Lab NVidia DGX DL WS P2587 ,4V100/256GB 32G Server, PIKA NIR320 Hyperspectral Imaging Camera RCOEM/CSE/2021-22/Camera 56.817 Dr.A.Raipurkar
14 DT-904 Research and Development Lab INTERACTIVE DISPLAY PANEL Brand :- HIKVISION Model No. :- DS-D5B86RB/EL Size :- 86 Inches Specification :- Backlight Technology D-L   230.98   Dr. C. Rajan
15 DT-1009 Programming Lab INTERACTIVE DISPLAY PANEL Brand :- HIKVISION Model No. :- DS-D5B86RB/EL Size :- 86 Inches Specification :- Backlight Technology D-L   133.472   Prof. Tony Jagyasi
16 DT-1011 Linux Lab INTERACTIVE DISPLAY PANEL Brand :- HIKVISION Model No. :- DS-D5B86RB/EL Size :- 86 Inches Specification :- Backlight Technology D-L   116.042   Prof. Poorva Vyavhare
17 DT-1005 Data Structure Lab Acer Veriton M200-H510 Desktop, CPU,Keyboard, Mouse, 3 years Onsite Warranty, 11th Gen Intel(R) Core(TM) i5-11400 @ 2,60GHz 2.59 GHz,Neo Forza INS121SA351-SO2Q4TO SSD 500GB,8.00 GB RAM,64-bit operating system, x64-based processor. (29 Nos)   116.042   Prof. Vishwas Bhagwat

The department has well equipped classrooms for smooth conduction of academics. There are 15 classrooms, 3 boys common room with area 5.90X9.629M and 1 girls common room with area 5.90X9.629M.

The details of classrooms as follows:
SN Name of Classroom Detailed Name of Classroom Area in ( sq. m)
1 DT 112 Class Room 1 114.50
2 DT 103 Class Room 2 117.1971
3 DT 106 Class Room 3 114.5007
4 DT 212 Class Room 1 114.50
5 DT 203 Class Room 2 117.1971
6 DT 206 Class Room 3 114.5007
7 DT 701 Class Room 1 230.1331
8 DT 702 Class Room 2 232.733
9 DT 708 Class Room 3 114.6813
10 DT 812 Class Room 1 114.50
11 DT 803 Class Room 2 117.1971
12 DT 806 Class Room 3 114.5007
13 DT 1012 Class Room 1 114.50
14 DT 1003 Class Room 2 117.1971
15 DT 1006 Class Room 3 114.5007

The department has spacious and well-maintained infrastructure with adequate number of classrooms, tutorial rooms, laboratories, staff cabins, department library, common room, Conference room etc. All the laboratories, corridors and classrooms are well ventilated with ample natural light. The Labs and classrooms have good interior with false ceiling, wide green boards, white boards, dais & interactive display panel. Audio-video system, microphone, speakers and internet connectivity are provided in all labs and classrooms. There is one seminar hall and 5 conference room.

The departmental library is a sanctuary of knowledge, thoughtfully designed to foster learning & research activities. With a comfortable seating capacity for 16-20 students, it provides a serene and focused environment for study and collaboration. The library is equipped with a modern smartboard & PC for learning experience. Our extensive collection includes books on every subject, along with seminar papers and project reports, offering students valuable references for their academic growth. There are around 500 books of various subjects.

The research and development lab has a state-of-the-art facility designed to support cutting-edge research and development in artificial intelligence (AI), machine learning (ML), and deep learning (DL). The lab is equipped with powerful NVIDIA GPU-based computing systems optimized for the training and deployment of large-scale neural network models across diverse domains such as Computer Vision, Natural Language Processing (NLP) and Generative AI etc.

Facilities:

  • Device Name: Dell Precision 3680 Workstation CTO Base workstation
  • Processor: Intel(R) Core(TM) i9-14900K   3.20 GHz
  • Installed RAM: 64.0 GB (63.7 GB usable)
  • System type: 64-bit operating system, x64-based processor
  • Storage: 1.86 TB
  • Graphics Card: 24 GB GPU

 

Research Focus Areas (not limited to):

Computer Vision: Training convolutional and transformer-based models for image classification, object detection, segmentation, and video analysis using frameworks like PyTorch, TensorFlow, and MMDetection.

Natural Language Processing (NLP): Development and fine-tuning of advanced models such as BERT, RoBERTa, GPT, and LLaMA for tasks like text classification, summarization, machine translation, and question answering.

Generative AI: Exploration of cutting-edge generative models such as GANs, VAEs, and Diffusion Models, as well as large-scale multimodal transformers for applications in text-to-image synthesis, code generation, and digital content creation.

Applications:

The research and development lab supports research in (not limited to):

  1. Autonomous systems and robotics
  2. Medical image analysis and diagnostics
  3. Sentiment analysis and language understanding
  4. Climate modelling and environmental monitoring using AI
  5. Digital twin and simulation-based design