{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# AI.. THE RULER?","metadata":{}},{"cell_type":"code","source":"import pandas as pd","metadata":{"execution":{"iopub.status.busy":"2023-08-12T12:12:51.869101Z","iopub.execute_input":"2023-08-12T12:12:51.869605Z","iopub.status.idle":"2023-08-12T12:12:51.875826Z","shell.execute_reply.started":"2023-08-12T12:12:51.869562Z","shell.execute_reply":"2023-08-12T12:12:51.874358Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"data = pd.read_csv('/kaggle/input/2023-kaggle-ai-report/sample_submission.csv')","metadata":{"execution":{"iopub.status.busy":"2023-08-12T12:12:53.669603Z","iopub.execute_input":"2023-08-12T12:12:53.670093Z","iopub.status.idle":"2023-08-12T12:12:53.681787Z","shell.execute_reply.started":"2023-08-12T12:12:53.670057Z","shell.execute_reply":"2023-08-12T12:12:53.679838Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"data.head()","metadata":{"execution":{"iopub.status.busy":"2023-08-12T12:12:55.017654Z","iopub.execute_input":"2023-08-12T12:12:55.018140Z","iopub.status.idle":"2023-08-12T12:12:55.031481Z","shell.execute_reply.started":"2023-08-12T12:12:55.018102Z","shell.execute_reply":"2023-08-12T12:12:55.029945Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# INTRODUCTION - ","metadata":{}},{"cell_type":"markdown","source":"Year 2023, I am having a Keyboard, a Mouse, a CPU and a Monitor in front of me and all i need to do is restart in order to access my machine. But in coming few years it would be like Alexa \"Turn on my machine\" in order to start our day.Might be, there will be any such application which may help us to start our day like i want to wake up at 6.00 am today, i am not responding to my application but i woke up at 6.30 am and i snoozed my alarm, now the AI  came to know that till 6.30 am i can wake up, so it will thus learn by it's own.","metadata":{}},{"cell_type":"markdown","source":"AI, Artificial Inteligence is getting advanced and powerful day by day. This emerging technology is contributing in enhancing productivity in terms of various fields. Robotics, Health care, Automation, Research and Development, Education, Media, Automobile industry, Fraud and Scam detections are improving significantly because of AI. Everything will work on IOT and Artificial Intelligence henceforth because of this rapid development. Right from Waking you up from your bed till preparation of your food. Robotics is getting advanced day by day.As we know Robotics and AI are soon going to rule the world, it's just the beginning stage.We are humans, we get tired, we may stop thinking when we get tired, but robots are machines, they are developed to learn from the environment. Each and everytime they sense what's going on in the environment. Once developed, some robots don't need training, they are self learning, they learn from there mistakes. A wonderful example of AI is Sophia robot. What to do in which situation,how to react in a particular situation, what to respond and what to ignore and simply say sorry instead of giving inaccurate answers is the proof of the advancement.Self driving cars, Roomba, Generative AI are the current advanced examples even in this very initial phase of AI.","metadata":{}},{"cell_type":"markdown","source":"AI is a boon?\nLet us get in more depth regarding Artificial Intelligence, why i am claiming that AI is the future.","metadata":{}},{"cell_type":"markdown","source":"# AI THE RULER? - ","metadata":{}},{"cell_type":"markdown","source":"Artificial Intelligence,The Intelligence of Machine, the design of the machine to try mimicing human behaviour. Learning from human behaviour and making decisons based on what they have sensed from the environment.AI is getting developed day by day. Along with mimicing human behaviour, improving themselves and learning from unknown things spoken or written by human thus increasing reasoning and cognitive ability, problem solving and decision making skills. Google uses AI and it asks question indirectly to let human teach the AI which picture is of the text specified by the AI.Weak AI and Strong AI are the two types of AI which we know, Weak AI can simply answer your questions and it doesn't have the ability to think on it's own or to train itself whereas Strong AI can train itself and it also possess creativity, common sense and the ability to think like Humans. Face Recognition and Object Detection is the most excellent examples of what AI actually is. Recognizing and Detecting objects by Computer Vision exactly as of Human Vision which proves why AI is a accurate learner and excellent trainer. Generative Advesarial Networks, Generative AI are the applications of AI which actually proves that AI is on it's initial phase of capturing and ruling the world. Generative AI can actually create Non existing image which creates confusion among humans and can claim that the image is real.","metadata":{}},{"cell_type":"markdown","source":"# OBSERVATIONS","metadata":{}},{"cell_type":"markdown","source":"Ruler, means the one who is dominating or who has more power/intelligence. Humans will rely on AI in future.\nArtificial Intelligence is becoming more advance. Neural Networks are the one with the help of which AI is getting more powerful. Biological Neuron present in Human which consists of Synapse, Dendrites, cell body and axon where the whole processing is carried out by the neuron.It receives signal from other neuron and thus passes the information. Although the architecture of Artificial Neural Network and Biological Neural Network is similar but as Biological Neurons are nature made thus they have more complex architecture than Artificial Neural Network and thus it is more accurate and advanced. But in the just beginning phase itself, performance of ANN is highly appreciable. We all know who our ancestors were, right from stone age phase till now, humans have evolved and so the brain of human's is getting more and more advanced. According to our environment we are learning each and everything, How to react in a particular situation, what to do when something happens, all this we learn is all because we have trained ourself. Now, a new born human learns everything taught by his parents and because of that learning, it helps him to identify things and get more smarter. The same concept is of Artificial Intelligence. \n\nAI is boom in the following fields:\n1. Education - Every problem has a solution now, we all know CHAT GPT (OPEN AI) can be a solution for all our problems. Face Recognition helps the teachers to identify whether the student is attending the lecture or not, who is cheating in online examination, everything is now possible because of AI.Keeping records of how student is performing and giving personalized attention to each and every student.It can maintain reports, grades of students also help the student to make presentation and to answer a problem in a more effective way. Teaching in various language is possible because of AI.\n\n2. Medical Science -  Cancer detection, Pneumonia detection are one of the best applications of Convolution Neural Network which now helps to detect the diseases. Apart from that some surgeries also done through AI robots. Also, covid patients records were kept in 2020 and patient's records were thus monitored.\n\n3. Automobile - Self Driving Cars is one of the wonderful application of AI in automobile industry.Google maps helps us in identifying quickest routes.\n\n4. Media - Robots are used in Journalism, we have a recent example of robot journalist in AAJ TAK Indian news channel.\n5. IT Industries -  In IT industries, majority of layoffs are happening because of AI. Right from coding to deployment, everything can be done by AI.\n\n6. BOTS - Now a days, we have more communication with robots. Recent example is Snapchat. Also if we want to purchase something or we visit any website, robots guide us in a more decent way.\n\nRight from Parking our car to detect spam emails and even respond to other calls and messages, AI is becoming advance. While travelling, we prefer to choose the fastest route, AI helps us in detecting the fastest route to travel in a very short interval.\n\nAI is also helping business in Stock Predictions. Long Short Term Memory, algorithm of Machine Learning helps us to find out the closing price of a particular stock.\n\nAs per the above specified points, we can claim that AI is the good leader for our future and we are in safe hands until and unless we specify the requirements correctly. \n\nFor eg. If we made a mistake in initial training of AI for Cancer detection, it will affect a lot in it's results. Similar situation will exist in case of Self Driving Cars,if i ask a Self Driving Car that i want to reach station in next 5 minutes and i stay 30 minutes away from the station, then?? then to achieve it's goal, it will drive and it won't apply breaks in such case. \nEven in journalism, wrong reports can be delivered if requirements are not specified correctly, if guidance is not given accurately. For eg a English learnt AI bot when asked question in german, it will translate each and every word to understand what exactly you want to convey, and it may lead in misunderstanding. Similarly for the development of the software, requirement gathering is must, what requirements do we exactly need, which language to use, when to deploy, what are customer's requirements. It clearly states that Human surveillance is needed. We can't rely completely on AI. \n\nWhat will happen if we send AI in military?\nIt is highly dangerous!! We know, Artificial Intelligence consists of a threshold value, once that is exceeded, the other task is performed which may include firing or fighting. Now if the case exist where the trainer of these machines did something which made AI cross it's threshold value, then it may do a huge loss for the country which trained it. To achieve it's goal it can do anything as it does'nt have any emotions and the ultimate target is to complete the task at a faster pace.\n\n1. Privacy - Privacy is the major concern. AI can collect all your personal details, including name, address, contact numbers etc without even letting you know and that personal data is used to make decisions or data is misused.\n\n2. Safety - As discussed, Self Driving cars - To achieve it's goal in minimum or instructed time, it will not guarantee your security and may lead to accident.\n\n3. Employment - AI is adopted in each and every industry and due to this Humans are getting replaced with AI. This makes a huge loss and even leads to financial crisis among the small countries.\n\n4. Lack of Fitness and thinking capability - As human will get completely rely on AI, it may affect fitness of human. Obesity rate will start increasing and along with that thinking capability will reduce a lot.","metadata":{}},{"cell_type":"markdown","source":"# THE FUTURE OF AI WHICH I SEE - CONCLUSION","metadata":{}},{"cell_type":"markdown","source":"Excluding the negative side, and looking towards the positive aspects, AI can help us a lot in making a technological environment. But for making such positive advancements we need to train ourself first, we need to do more research which is actually essential.AI is such a good advancement which may reduce all the human efforts if used significantly in future. We can completely rely on AI, if we train it smartly in it's initial phase.CHATGPT which is created by human through coding and now it is capable of helping engineers to code. Under Human Surveillance, AI's rule is amazing and is beneficial to each and every human being.","metadata":{}},{"cell_type":"code","source":"data.head()","metadata":{"execution":{"iopub.status.busy":"2023-08-12T12:13:13.899676Z","iopub.execute_input":"2023-08-12T12:13:13.900214Z","iopub.status.idle":"2023-08-12T12:13:13.914666Z","shell.execute_reply.started":"2023-08-12T12:13:13.900175Z","shell.execute_reply":"2023-08-12T12:13:13.913120Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"data.loc[0]['value'] = 'Other'\ndata.loc[1]['value'] = 'https://www.kaggle.com/natashameshram/ai-the-ruler'\ndata.loc[2]['value'] = 'https://www.kaggle.com/code/seemantkaushal/ethic-of-ai/comments#2386861'\ndata.loc[3]['value'] = 'https://www.kaggle.com/code/tatjanadubovskaja/image-and-video-data2/comments#2386934'\ndata.loc[4]['value'] = 'https://www.kaggle.com/code/charleschuang/clustering-methods-for-medicine/comments#2386950'\n","metadata":{"execution":{"iopub.status.busy":"2023-08-12T12:13:16.948535Z","iopub.execute_input":"2023-08-12T12:13:16.949059Z","iopub.status.idle":"2023-08-12T12:13:16.958301Z","shell.execute_reply.started":"2023-08-12T12:13:16.949015Z","shell.execute_reply":"2023-08-12T12:13:16.956611Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"data.head()","metadata":{"execution":{"iopub.status.busy":"2023-08-12T12:13:19.877689Z","iopub.execute_input":"2023-08-12T12:13:19.879068Z","iopub.status.idle":"2023-08-12T12:13:19.893022Z","shell.execute_reply.started":"2023-08-12T12:13:19.879012Z","shell.execute_reply":"2023-08-12T12:13:19.891578Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"data['value'][1]","metadata":{"execution":{"iopub.status.busy":"2023-08-12T12:13:22.752522Z","iopub.execute_input":"2023-08-12T12:13:22.753659Z","iopub.status.idle":"2023-08-12T12:13:22.761927Z","shell.execute_reply.started":"2023-08-12T12:13:22.753606Z","shell.execute_reply":"2023-08-12T12:13:22.760601Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"data.to_csv('submission.csv', index=False)","metadata":{"execution":{"iopub.status.busy":"2023-08-12T12:13:25.687557Z","iopub.execute_input":"2023-08-12T12:13:25.688059Z","iopub.status.idle":"2023-08-12T12:13:25.696979Z","shell.execute_reply.started":"2023-08-12T12:13:25.688022Z","shell.execute_reply":"2023-08-12T12:13:25.695466Z"},"trusted":true},"execution_count":null,"outputs":[]}]}