International Conference on Robotics, Communication and Soft Computing
RCSC' 2025
(Hybrid)
1st-3rd May, 2025
Organized By
National Institute of Technology Sikkim
Ravangla, Sikkim - 737139, India
import numpy as np;
import pandas as pd;
import tensorflow as tf;
from sklearn.model_selection import train_test_split;
from sklearn.metrics import accuracy_score;
from tensorflow.keras.models import Sequential;
from tensorflow.keras.layers import Dense, Dropout;
from tensorflow.keras.utils import to_categorical;
// Load and preprocess dataset
data = pd.read_csv('data/ai_conference_data.csv');
X = data.drop('label', axis=1).values;
y = data['label'].values;
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42);
y_train = to_categorical(y_train);
y_test = to_categorical(y_test);
// Build the neural network model
model = Sequential();
model.add(Dense(64, activation='relu', input_shape=(X_train.shape[1],)));
model.add(Dropout(0.5));
model.add(Dense(32, activation='relu'));
model.add(Dropout(0.5));
model.add(Dense(y_train.shape[1], activation='softmax'));
model.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy']);
// Train the model
history = model.fit(X_train, y_train, epochs=50, batch_size=32, validation_data=(X_test, y_test));
// Evaluate the model
y_pred = model.predict(X_test);
y_pred_labels = np.argmax(y_pred, axis=1);
y_true_labels = np.argmax(y_test, axis=1);
accuracy = accuracy_score(y_true_labels, y_pred_labels);
console.log(`Model accuracy: ${accuracy * 100:.2f}%`);
// Function to make predictions
function makePrediction(inputData) {
inputData = np.array(inputData).reshape(1, -1);
const prediction = model.predict(inputData);
const predictedClass = np.argmax(prediction, axis=1);
return predictedClass;
}
// Evaluate the model
y_pred = model.predict(X_test);
y_pred_labels = np.argmax(y_pred, axis=1);
y_true_labels = np.argmax(y_test, axis=1);
accuracy = accuracy_score(y_true_labels, y_pred_labels);
console.log(`Model accuracy: ${accuracy * 100:.2f}%`);
// Example prediction
const sampleData = X_test[0];
const prediction = makePrediction(sampleData);
console.log(`Predicted class for sample data: ${prediction[0]}`);
// More AI and ML code snippets can be added here
About Us
The objective of Robotics, Communication and Soft Computing is to provide a common platform to researchers, academicians, scientists and industrialists who are working in the area of Robotics and Automation, System Control, Information and Communication, Image Processing, Artificial Intelligence/ Computational Intelligence, etc.
The aim of the conference is to highlight the most recent advances, problems and challenges as well as to present the latest outcomes in related fields with a connection to scientific research and its practical applications. The main purpose of RCSC 2025 is to bring together experts, leading researchers and developers to share knowledge, exchange their views and ideas in the fields of above-mentioned areas. This conference especially encourages participation from the young researchers and invite them to present their work on this platform.
Sponsors
Important Dates
-
Submission Deadline (Extended)
28th February, 2025
For Special Session
20th March, 2025
-
Acceptance Date
20th March, 2025
For Special Session
25th March, 2025
-
Registration Deadline
14th April, 2025
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Camera Ready Paper Submission
15th April, 2025
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Conference Dates
1st - 3rd May, 2025
Publication
Springer book series CCIS
(Confirmation Awaited)
About Sikkim
Discover the natural beauty and cultural richness of Sikkim. Nestled in the Himalayas, Sikkim offers breathtaking landscapes, vibrant festivals, and warm hospitality. Explore its serene monasteries, lush valleys, and adventure trails that make it a paradise for travelers and nature enthusiasts. Ravangla, a picturesque town in southern Sikkim, is one of the most serene and beautiful destinations in the state. Perched at an altitude of 7,000 feet, Ravangla offers stunning views of the snow-capped peaks of the Eastern Himalayas, including Kanchenjunga, Pandim, and Siniolchu.
The town is a gateway to some of the most scenic treks in Sikkim and is surrounded by dense forests, verdant tea gardens, and quaint villages. One of the major attractions in Ravangla is the Buddha Park (Tathagata Tsal), which features a magnificent 130-foot statue of Lord Buddha. The park is a peaceful place, perfect for meditation and reflection, with beautifully landscaped gardens and panoramic views of the mountains. The area around Ravangla is also rich in biodiversity, making it a great spot for birdwatching, especially in places like the Maenam Wildlife Sanctuary.
About The Institute
NIT Sikkim is a public engineering and research institution near the city of Ravangla, Sikkim, India. It is one of the 31 NITs in India and has been declared as an Institute of National Importance by the Government of India. It is an autonomous institute functioning under the aegis of the Ministry of Education, Government of India. NIT Sikkim is one among the ten newly sanctioned National Institutes of Technology by the Government of India under the 11th Five-year Plan, 2009.
NIT Sikkim started functioning in August 2010. Currently, it is being operated from a temporary campus at the Barfung Block, Ravangla Sub-Division of Namchi district. Ravangla campus is surrounded by great scenic beauty. It is likely to continue its activities at Ravangla campus until its permanent campus comes up at Khamdong, Sikkim. All courses and examinations are conducted in the English language as the only mode of instruction. NIT Sikkim offers a 4-year Bachelor of Technology (B.Tech.) programme in various engineering fields, as well as a 2-year Master of Technology (M.Tech.), Master of Science (M.Sc.) and Ph.D. Programmes. Admissions to undergraduate programmes are taken through IIT-JEE (Mains). Admission to the postgraduate courses is through the GATE/JAM.
About The Departments
Department of Electronics and Communication Engineering
"The five essential entrepreneurial skills for success are concentration, discrimination, organization, innovation and communication" – Michael Faraday
The Department of Electronics and Communication Engineering, also founded in 2010, aims to empower students with industry-relevant knowledge in key domains like VLSI Design, Communication Engineering, Signal Processing, and Microwave Engineering. It offers B.Tech., M.Tech., and Ph.D. programs, structured to provide balanced theoretical and hands-on experience.
Department of Computer Science and Engineering
“A computer would deserve to be called intelligent if it could deceive a human into believing that it was human.” - Alan Turing
The Department of Computer Science and Engineering (CSE) at National Institute of Technology Sikkim has been functioning since the inception of the Institute in the year 2010. The Department provides an outstanding teaching environment complemented by excellence in research.
