ADAS: Life Saver Or Killer?

Introduction "In the data driven world, decision making is one of the most crucial task when we are working with any types of data" "Cleaning: Access to Reliability" refers to the process of ensuring the data is accuracy, consistency, and trustworthy before proceeding with analysis. This step involves on verifying that the data can be relied upon to make informed decisions and draw meaningful conclusions. What "Cleaning: Access to Reliability" Involves? Accuracy : It is important to make sure that data reflects real-world conditions accurately by removing errors and correcting inaccurate values. Consistency : Uniformity of data formats, units, and definitions, so that all records align with one another. Common Data Cleaning Techniques Removing Duplicates : It is important to check for duplicate records to remove data redundancy. Handling Missing Values : Handle the missing data this include removing records, imputing values, or using algorithms that can wo...

  Introduction "In this data driven world, it's the key requirement of any analysis is to collect the data. So how one can get the data which is relevant to them?" Data collection is the process of gathering and analyzing data from multiple sources to answer questions, evaluate outcomes, and forecast trends. From businesses and governments to researchers and healthcare providers, accurate and timely data is crucial for making well-informed decisions. What is Data Collection? Data collection is the process of systematically collecting information from multiple sources. The data can be obtained through. Surveys and Questionnaires: these tools to compile opinions, preferences, and feedback. Interviews: structured and unstructured interviews serve to capture insights from individuals directly. Observation: direct observation and recording of actions or occurrences as they occur. Digital Data: obtained from online sites, websites, social media, and application use. Existin...

Introduction "Did you know the amount of data that is being generated every day and to extract useful information what we have to do. Yes you guessed it right it's data mining." In the world full of data, it's difficult to find the information that we required. Firstly we need to understand what is data and information?  Data refers to raw facts and figures that are collected for analysis and interpretation.  Information is data that has been processed, organized, or structured in a way that makes it meaningful and useful. "Data mining is a key:  Information and knowledge" Data mining is a powerful tool that transforms raw data into actionable insights, enabling organizations to make better decisions, improve operations, and gain a competitive edge. It supports a wide range of applications across various industries, from optimizing business processes to advancing scientific research. Navigating Data Discovery: A Structured Approach to Data Mining The data ...

Introduction Ever thought about how these AI text generators work? It is because of the Large Language Model (LLM ) , such as GPT (Generative Pre-trained Transformer), is a type of artificial intelligence (AI) model designed to understand and generate human-like text based on vast amounts of data. These models are built using deep learning techniques, particularly a neural network architecture called the Transformer, which has been the foundation for state-of-the-art natural language processing (NLP) since its introduction in 2017. Applications of Large Language Models LLM have a vast range of applications such as Content Creation, Customer Support, Translation and Summarization, Conversational Agents, Sentiment Analysis, Code Generation, Medical and Legal Text Analysis. Challenges and Limitations It is important that the bias in training data should be removed otherwise it will affect the biasness of the model. While LLMs generate text that appears hu...

Introduction Have you ever listened about the treading car technology that assists the driver? Don't worry if you haven't, I am going to make you familiar with this technology known as Advanced Driver Assistance System (ADAS) invented by Ralph Teetor in 1948 which was then known as cruise control. The main function of  ADAS is to assist driver automatic emergency braking, pedestrian detection, surround view, parking assist, lane keep assist, driver drowsiness detection, and gaze detection.   Whose fault?  Everyone has seen people nowadays on their social media showing off how their car that it can drive without driver's assistance, risking others life and their own life.  Some people start using smartphone and some are even leaving the driving seat, specially people in India are more reckless and blindly trusting the technology. These all leads to horrifying road accident sometime pedestrians may also get affected due to this. Today's Scenario Technology is for bette...