The department of CSE (Artificial Intelligence & Machine Learning) has 13 fully Air-conditioned computer laboratories, 290 latest Intel core i3/i5 computers running Linux/Windows Operating Systems. The department is providing sufficient computing facility for the students offering excellent training in computer programming. All these computing resources are inter-connected with high speed intranet having 1000 Mbps Internet connectivity to the outside world. The department has an MOU with Intel, established a research centre to train the faculty and students in the areas of Machine Learning and Deep Learning areas.
Detail of various laboratories and their facilities are as follow:
Artificial Intelligence & Deep Learning laboratory provides cutting edge problem-based solutions to data mining, computer vision and machine learning problems arising in numerous application areas involving data analytics. It also provides computing platform for novel languages like Python, R, and OpenCV and other necessary for building coherent set of ideas related to Machine Learning, Artificial Intelligence and Deep Learning algorithms.
| Make | : | Intel |
| Model | : | M50FCP1UR204 |
| Processor | : | 6430 32 Core 2.1 Ghz 270W |
| Memory | : | 32GB RDIMM 1 RANK 4800MHz |
| Hard disk | : | 480GB 2280 SATA 1DW 5300 Pro |
| Dual Hyper Hybrid Controller | : | M.2 Card RT3EX020E w/ HW RAID |
| Operating system | : | Ubuntu 18.04 |
| Core | : | 32 |
| Make | : | Intel |
| Model | : | M50FCP1UR204 |
| Processor | : | 4410Y 12 Core 2 Ghz 150W |
| Memory | : | 32GB RDIMM 1 RANK 4800MHz |
| Hard disk | : | 480GB 2280 SATA 1DW 5300 Pro |
| Dual Hyper Hybrid Controller | : | M.2 Card RT3EX020E w/ HW RAID |
| Operating system | : | Ubuntu 18.04 |
| Core | : | 12 |
| Make | : | Lenovo |
| Model | : | Think Center Neo 50s |
| Configuration | : | 12th Generation Intel Core I5-12400 Processor, 16 GB DDR4 RAM, 512 GB SSD, Bluetooth, WiFi, 22” Monitor, Keyboard, Mouse |
Augmented Reality and Virtual Reality (AR / VR) are two of the emerging technologies which are transforming the way that training, entertainment, marketing is being done. In AR / VR Laboratory users can superimpose digital information onto real-world objects to create a 3D experience that allows users to interact with both the physical and digital worlds.
| Unity Education Licenses | : | Unit (30 Users) |
| Oculus Quest2, 256GB | : | 8 Nos |
| Oculus Link Cable | : | 8 Nos |
| Samsung Galaxy Tab S7 | : | 4 Nos |
| Apple 2021 iPAD Mini | : | 4 Nos |
| Make | : | Lenovo |
| Model | : | Think Center Neo 50s |
| Configuration | : | 12th Generation Intel Core I5-12400 Processor, 16 GB DDR4 RAM, 512 GB SSD, Bluetooth, WiFi, 22” Monitor, Keyboard, Mouse |
Machine Learning Algorithms Laboratory provides the application aspects of machine learning in the domains of artificial intelligence, machine learning, deep learning, numerical optimization, and natural language processing. Also to develop applications in the area of computational biology, object detection in images, video segmentation and summarization, detection of rare topics in text documents and statistical modelling of computer systems.
| Make | : | Lenovo |
| Model | : | Think Center Neo 50s |
| Configuration | : | 12th Generation Intel Core I5-12400 Processor, 16 GB DDR4 RAM, 512 GB SSD, Bluetooth, WiFi, 22” Monitor, Keyboard, Mouse |
| Software Required | : | Jupiter Notebook, Pycham, Google Colab, Spyder and Pytorch. |
Natural Language Processing (NLP) is an interdisciplinary field dealing with human-computer interaction and computer aided processing of human language. NLP laboratory provides text classification, sentiment analysis, information extraction, machine translation, language modelling, syntax and parsing and multilingual NLP. Also develop novel algorithms and models for resource-constrained languages, making strides in building practical NLP solutions.
| Make | : | Lenovo |
| Model | : | Think Center Neo 50s |
| Configuration | : | 12th Generation Intel Core I5-12400 Processor, 16 GB DDR4 RAM, 512 GB SSD, Bluetooth, WiFi, 22” Monitor, Keyboard, Mouse |
| Software Required | : | Jupiter Notebook, Pycham, Google Colab, Spyder and Pytorch. |
The objectives of the Reinforcement Learning Laboratory are to create new methods for reinforcement learning that remove some of the limitations and to develop reinforcement learning as a model of intelligence that could approach human abilities. Users can develop novel methods to approximate solutions to optimal-control problems that are too large or too ill-defined for classical solution methods such as dynamic programming.
| Make | : | Lenovo |
| Model | : | Think Center Neo 50s |
| Configuration | : | 12th Generation Intel Core I5-12400 Processor, 16 GB DDR4 RAM, 512 GB SSD, Bluetooth, WiFi, 22” Monitor, Keyboard, Mouse |
| Software Required | : | Jupiter Notebook, Pycham, Google Colab, Spyder and Pytorch. |
The Data Structure lab intends to provide the students a practical knowledge of data structures so that the abstractions discussed in lecture classes are made concrete. The lab demonstrates familiarity with major algorithms and data structures and analyzes performance of algorithms. It is used to choose the appropriate data structure and algorithm design method for a specified application and determine which algorithm or data structure to use in different scenarios.
| Make | : | Lenovo |
| Model | : | Think Center Neo 50s |
| Configuration | : | 12th Generation Intel Core I5-12400 Processor, 16 GB DDR4 RAM, 512 GB SSD, Bluetooth, WiFi, 22” Monitor, Keyboard, Mouse |
| Software Required | : | Python, Google Colab and Spyder |
A database management system (DBMS) is a collection of programs that enables users to create and maintain databases and control all access to them. Database Management Systems Laboratory provides working on existing database systems, designing of database, creating relational database, analysis of table design. The lab course also provides practical knowledge to understand advanced database concepts such as Datamining and Big Data Analysis.
| Make | : | Lenovo |
| Model | : | Think Center Neo 50s |
| Configuration | : | 12th Generation Intel Core I5-12400 Processor, 16 GB DDR4 RAM, 512 GB SSD, Bluetooth, WiFi, 22” Monitor, Keyboard, Mouse |
| Software Required | : | MySQL and Oracle |
Web System allows web-based projects to behave and perform like mobile apps. Web applications engage users by focusing on responsive interactions, while accessed over the internet. Web apps come in a variety of shapes and sizes. Web application development provides the process of designing, building, testing and deploying web-based applications that will be installed on remote servers and delivered to users or customers via the internet.
| Make | : | Lenovo |
| Model | : | Think Center Neo 50s |
| Configuration | : | 12th Generation Intel Core I5-12400 Processor, 16 GB DDR4 RAM, 512 GB SSD, Bluetooth, WiFi, 22” Monitor, Keyboard, Mouse |
| Software Required | : | Visual Studion, XAMPP Server |
Image and Speech Processing laboratory introduces the basic concepts of speech coding related to signal and image processing modules. The laboratory enhances the student's knowledge through multimedia signal processing learning through speech and audio coding. Speech processing tasks include speech recognition, speech synthesis, speaker diarization, speech enhancement, speaker recognition,
| Make | : | Lenovo |
| Model | : | Think Center Neo 50s |
| Configuration | : | 12th Generation Intel Core I5-12400 Processor, 16 GB DDR4 RAM, 512 GB SSD, Bluetooth, WiFi, 22” Monitor, Keyboard, Mouse |
| Software Required | : | Python, Anakonda, Pycham, Google Colab, Spyder |
Unified Modelling Language (UML) is appropriate for modelling systems, ranging from enterprise information system to distributed web based application and even to real time embedded system. The UML language is used for specifying, constructing, visualizing, and documenting the software system and its components. Lab introduces object-oriented analysis and design, including: use cases, CRC cards, and class design; UML; inheritance and polymorphism; methods for verifying, validating, and testing software; concurrency; distributed systems; relational databases; continued development of design and programming skills using UML through weekly laboratories.
| Make | : | Lenovo |
| Model | : | Think Center Neo 50s |
| Configuration | : | 12th Generation Intel Core I5-12400 Processor, 16 GB DDR4 RAM, 512 GB SSD, Bluetooth, WiFi, 22” Monitor, Keyboard, Mouse |
| Software Required | : | StarUML, AgroUML and Visual Paradigm |
Detail of various laboratories and their facilities are as follow:
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