data-science-with-python

Data Science with Python

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DESCRIPTION

Python has a very simple grammar and hence easier for everyone to pick up the language quickly. It is an all-round language for web, desktop, embedded programming for applications in machine learning, deep learning, IoT etc. It's an added advantage for professionals to learn Python along with R

This course introduces the students with fundamentals and advanced level of Python programming, installing Anaconda, programming basics, data types, list, tuples, dictionary, controls, loops, Numpy, Pandas, functions, importing & scraping data, and visualization. Once, students are conversant with Python, a detailed study of data science which includes data mining & machine learning, starts. Machine Learning covers linear & generalized linear models, KNN, Naïve Bayes, Tree based models, SVM, K-means, Association rule, performance measures, dimension reduction techniques, randomization, cross validation, bootstrapping, ROC & AUC, and confusion matrix.  

This course prepares on the practical applications of Machine Learning algorithms & techniques using Python. 


  • Installing Anaconda, installing libraries using “pip” and “conda”, programming basics, data types, list, tuples, dictionary, sets, numpy & pandas, slicing & dicing, controls, loops, and functions 
  • Packages:

                + Data pre-processing – detection & correction of missing data (imputation), outliers, errors etc 

                + Importing / Web scraping .

                + Manipulating data .

                + Visualization using matplotlib, seaborn, bokeh, bgplot, plotly, ggpy, altair, chaco.

                + Modelling data using scikit-learn package .

                + Report & result using ipython .

                + Project using Python and Machine Learning concepts

  • Basic knowledge of Linear Algebra, Calculus, Statistics, and Probability 
  • Knowledge of basics of programming

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Rohit Kapoor

I attended certification training from the Addonskills. Very much pleased with the professionalism, dedication, and timely help from the team. The direction and study material shared by Addonskills really helped me to grasp the concept on the fast track and saved a lot of time for me. One to one interaction with the mentor on doubts made me comfortable for the exam and real-world challenges. I highly recommend Addonskills for all kind of project management training and advisory/consulting services for the corporate.

Albert D'costa

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Addon Skills PgMP training honed my Program Management skills and enhanced knowledge in much deeper sense. Training truly focussed on strengthening of fundamentals including but not limited to each & every minor aspects of Program Management. The study material, mentorship, Q&A Sessions, support for application writing were extra-ordinary. I strongly recommend Addon Skills to all PMP, PgMP, PfMP aspirants as well as all Corporates for Project Management trainings.

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Addon Skills is one of the best, highly professional institute for PMP aspirants, so far I have come across . I do not have enough vocabulary to Thank Mr. Kailash Upadhyay for helping me and understanding the PMP concepts not only in exam purpose but also its practical implementation in the projects. He has been a wonderful coach who will keep encouraging, until you give your exam and clear it with flying colors. His Team, especially Mayur is such a cooperative person who will always be proactive and keep talking to you until your issues are resolved. I am glad that I have taken this course through Mr Upadhyay (Addon Skills).

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Just completed training with Addon Skills for my PgMP virtual weekend batch course. My instructor Kailash Upadhyay possesses extensive knowledge and experience in this subject matter. His expertise is a crucial factor in delivering high-quality training that resonates me. Passion and Concern: The instructor's passion for the subject matter and genuine concern for the attendees' learning are noted as significant contributors to the training's effectiveness. Kailash is an engaged and caring instructor creating a positive and productive learning environment. Comprehensive Resources: The availability of study materials, videos, trail question banks, sample scenarios, and a technical discussion forum beyond the training sessions showcases a commitment to supporting learners even after the formal training is complete. Community Support: The setup of a technical discussion forum and the availability of the trainer for questions demonstrate a strong sense of community and ongoing support for learners, helping them feel connected and empowered. Remote Learning: The fact that the training was conducted remotely highlights the instructor's ability to effectively engage learners and deliver content in a virtual environment. Personalized Approach: The instructor's ability to address participants' questions and queries, as well as pacing the training effectively, reflects a personalized and attentive approach to teaching. Transformational Impact: I endorsement Addon Skills as my "GoTo place" for management training and consultations. My takeaway from class was a high level of trust and confidence in their ability to drive success in my professional journey. Finally, I would like to thank everyone in our training class for making this experience very engaging and interactive. If you are considering studying for PgMP I would recommend Addon Skills and the instructor Kailash Upadhyay.

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