Volume 9 | Issue 5 |

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Abstract is attached

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This paper presents a system that works on a set of data containing house prices of places in Mumbai along with the major parameters affecting the price such as area, location, swimming pool, etc. obtained from open web source Kaggle Inc. and predict the resale price under the parameters. The model implemented incorporates ensemble learning i.e. a combination of machine learning algorithms instead of relying on a single algorithm for improved predictions. The ensemble model incorporated in our system (weighted average of Decision Tree, Linear Regression, and K-Nearest Neighbor) brings an added advantage over using solo algorithms in the process of obtaining minimum error in prediction. The trained model demonstrated a Mean Absolute Percentage Error (MAPE) of 16.09%.

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House Price Prediction, Linear Regression, Decision Tree, KNN, Ensemble Learning

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In this paper we will make use of the convex spaces and its tensor products.

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Convex Space, Tensor Products, Duality, Topological Space.

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Creative Commons Attribution 4.0 and The Open Definition

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It has been found during a survey that 80% losses caused thanks to fire would are kept faraway from if the hearth was identified promptly. ESP32 based IoT empowered fire indicator and observing framework is that the account this issue. during this task, we've assembled fire finder utilizing ESP32 which is interfaced with a temperature sensor, a smoke sensor and signal. The temperature sensor detects the heat and LDR sensor detects any light produced due to monitoring or fire. buzzer related to a ESP32 gives us an alert sign. a fireplace caution can likewise be activated due to little candlelight or oil lights utilized as a neighborhood of a family. Bell or alert is killed at whatever point the temperature goes to ordinary temperature an light level decreases. With the help of IoT innovation ESP32 fire checking serves for mechanical need and also for relatives reason.

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ESP32 micro controller, DHT11 sensor,LDR sensor,buzzer

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The coronavirus disease originated from China is spread across worldwide .As per the recent count India has the second highest number of cases in the world. Machine learning tools and techniques are widely used to curb the disease. The paper firstly gives an overview of methodologies that can be adopted and the system proposed to design the framework. Our project aims in develop a robust automated model for exploratory data spread analysis and forecasting for COVID-19.

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Creative Commons Attribution 4.0 and The Open Definition

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Machine Learning(ML) , Artificial Intelligence(AI) ,COVID-19 ,Coronavirus

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In this chapter a deterministic inventory model has been developed for deteriorating items having a ramp type demand with the effects of inflation with two-storage facilities using Genetic Algorithm. The owned godown (OG) has a fixed capacity of W units; the rented godown (RG) has unlimited capacity using Genetic Algorithm. Here, we assumed that the inventory holding cost in RG is higher than those in OWG. Shortages in inventory are allowed and partially backlogged and it is assumed that the inventory deteriorates over time at a variable deterioration rate using Genetic Algorithm. The effect of inflation has also been considered for various costs associated with the inventory system. Numerical example is also used to study the behaviour of the model using Genetic Algorithm. Cost minimization technique is used to get the expressions for total cost and other parameters using Genetic Algorithm.

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Keywords:- Inventory model, owned godown, rented godown, deteriorating items and Genetic Algorithm

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Creative Commons Attribution 4.0 and The Open Definition

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Fabrication of Rice Machine essential for farmers

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Buddhist Nagarjuna, who well known as 'The second Buddha' was a great logician. He was a follower of Mahayana sect and became the founder of Madhyamika School. Like Sri Buddha he advised his pupils to adopted 'the middle-path' between the luxuries and austerities. He belied that can help one to lead man a perfect life. The word 'Madhyamika' is derived from the word 'madhyama' which means , 'middle,. This school advocates neither the reality , nor the unreality of the world .But they accept mere relativity. They accept the 'sunyata' or 'voidness' to be the central idea of their philosophy. So they were known as 'Sunyavadins'. The Mula-madhyamika-karika by Nagarjuna, Mula-madhyamika-vrtti by Buddhapalita, Hastabalaprakarana by Arya Deva, Madhyama-hrdaya-karika by Krishna Madhyamakavatara-tika by Jayanta are Principal works of Madhyamika school. Nagarjuna's Mula-madhyamika-karika adorns the first position among them. He laid the foundation to logical topics in his philosophical works and developed the philosophy of voidness or sunyavada. Through the deep influences of his doctrines on Buddhism he had been called "The Founder of Eight Sects". His writings and philosophical arguments were adorned with an unwavering texture of logic.

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Buddhist Nagarjuna - Follower of Mahayana- Great Philosopher- Logician - Founder of Mahyamika School and Sunyavada -Author of Many Valuable works- propagator of Buddhism is a multifaceted Personality in the field of Buddhism, Logic and History.

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- In this paper we have discussed about the Zigbee is a low-power, low-data rate, and proximity PAN (i.e., personal area networks) wireless ad hoc network technology. This was developed as an open global standard to address the unique needs of low-cost, low-power wireless IoT networks. It is based on IEEE 802.15.4 specification for a suite of high-level communication protocols.

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Zigbee, PAN, IEEE 802.15.4, IoT

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This study has been undertaken to explore the role and effectiveness of Yoga Nidra on mental health and its future implications in the early postnatal population. The current body of literature is reviewed to evaluate the impact of Yoga Nidra on stress, anxiety and depression. Proposed hypothesis for future research including Yoga Nidra as the main intervention for the postnatal population is given in this review. The term Yoga Nidra has been used in many studies to refer to the simple and effective technique of complete relaxation. It is made simple and available to all by Swami SatyanandaSaraswati. This study is based on the content analysis of similar researches already conducted in the past. Origin and technique of Yoga Nidra is reviewed and findings of the studies examining the psychological effects of Yoga Nidra among women are discussed in relation to stress, anxiety and depression.

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Yoga Nidra, Relaxation, mindfulness, Neuropsychiatric

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Creative Commons Attribution 4.0 and The Open Definition