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Being a data scientist, knowing our dataset is the foremost and important task in the journey of developing a data science project. It is said that the more time we spent we data the more it reveals information to us. Knowing the dataset thoroughly also gives you different creative ideas to approach and build a business project.

In this blog, I will share a simple function written in python that you can write and get a clear idea of the dataset in just one go.

First, you need to import the required libraries. …

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We are aware of many ML-algorithms into sections of Supervised learning approach. However, it is really difficult to understand which ML model to apply. How do you know which algorithm for your machine to choose? Why not try all the algorithms or some of the algorithms we consider to be of good precise use. But, it takes a lot of time if we apply every algorithm. Therefore, we need some techniques that can be helpful to select the best alogorithm.

The process of selecting the right algorithm is related to the problem statement. This technique can save time as well…

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There are a wide variety of growing applications in image datasets. Image classification is the hot area that is explored by many researchers nowadays. The most popular algorithm that is applied in this field is Convolution Neural Network (CNN). Researchers found that the human brain recognizes images in different layers. And CNN is designed with the same perspective and that’s the reason it’s creating a strong impact in the field of image processing and pattern recognition. Basically, CNN is designed to solve the questions like what is an object? where the object? …

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Confidence comes from the state of mind where you can trust your knowledge and skills. Confidence means that you know about your abilities and intelligence and can take steps to develop your skills. Confidence in the workplace is the key element for your success. Confidence is part of a lifestyle that can make you more motivated and ambitious and can contribute to overcoming fear and anxiety. Confidence can help you improve your work and develop your skills, perhaps most importantly.

Being confident in your job covers this attitude, and you can use various strategies to enhance your trust in yourself…

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Word2Vec, one of the technique to convert text into numbers. It is one of the common form of word embedding. Basically, algorithms for Machine Learning and Deep Learning Architectures cannot process strings or plain text in their raw form. In order to perform some kind of work, whether it is classification, regression, etc., they require numbers as inputs in general terms. And it is imperative to extract information from it and create applications with the enormous amount of data that is present in the text format. Thus, we need some technique that can convert the text into acceptalbe input for…

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In today’s generation of technology, I feel falling asleep easily is the hardest thing for most of us. And the sleeping process is the most important part of our routine. Our next mornings are usually dependent on how we slept other night. Even I faced this problem for many years but then my grandmother shared a trick with me which helped me a lot to improve my sleeping patterns. This is a trick from my grandmother who belongs to a military family and she learned this from her parents. Every day, I learned and applied it and learned to sleep…

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In the field of Natural Language Processing, we always come around the words Lemmatization or Stemming under the text preprocessing steps. These both the words are quite confusing often and sometimes just puzzles the researcher with the way of their functioning. It’s often difficult to understand the minute differences lying between the two functionalities. This blog covers the differences between the two methods. In the end, the reader will have a more clear picture of these two. These methods are applied to adjust text, words, documents for more defined processing. …

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Everyone on this planet wants to live a dream life. To achieve this goal, some are trying hard and some are just daydreaming. In my life experience, I have always achieved what I dreamed of. In this blog, I want to share some of the prerequisites that are needed to find your dream job. I have been applying this technique for many years and this could be applied in any field or work or relationship. However, in this blog post, we will see the technique that can be applied to find the right or dream job in your career. …

Dr. Monica

Research aspirant in Machine learning and Data Science. Aspirant to blog about life and it’s experience

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