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#Mdp On Data Analytics
istmeducation01com · 2 years
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Apply For Mdp On Data Analytics From Istm
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At ISTM, we offer management development programs for students. Those interested in data analysis can apply for the course with certification. Students can enroll in the MDP on data analytics. Every organization employs the data analytics process to obtain customer data and information. Commercial organizations widely use it to make informed business decisions. Students can enroll for the certification online.
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isbmainstitute · 2 years
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Mdp On Data Analytics
At ISBMA institute, we strive to provide the best education with 100% placement for our students. MDP in data analytics studies is all about examining data sets that contain specialized information about software and systems. Data analytics technologies and techniques used in commercial industries help organizations to make better business decisions. The course helps students to discover how data can be used for answering questions and solving problems. For more information about ISBMA, visit https://www.isbm.org.in/
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cxolanes · 2 months
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salmanistm12345 · 1 year
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Enroll For The Mdp On Data Analytics From ISTM
Students willing to pursue a career in data analytics can enroll for this certification. At our ISTM institute, we offer an MDP on data analytics. With this data analytics technology, we teach them about systems and software. Many customer service companies use this data analyst to collect and process statistical analysis information about their customers. For more information about ISTM, visit https://www.istm.org.in/
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ankitapodder · 2 years
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An AICTE-approved 2 year full-time Post Graduate Diploma in Management (PGDM), Management Development Programs (MDP), BBA in Business & Data Analytic & many other programs are offered by CBS, one of the best management institutions in Kolkata and an autonomous institute. Please visit their website at https://calcuttabusinessschool.org.in to learn more about the organization.
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kenresearchcompany · 2 years
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India Executive Education Market: Outlook, Revenue, Growth Rate, Trends, Share, Size, Opportunities and Forecast to 2027
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Increasing Technology adoption and convenience offered by the education providers will propel students to adopt Executive Education practices: Ken Research
Ambitious government initiatives, increasing adoption of automation in India, paired with economic feasibility of opting for executive education courses for working professionals has led to the growth of Executive Education market in India.
Thriving technology adoption and convenience offered by the education providers are primary reasons for students to adopt Executive Education practices.
30-34 Years age group is the prime segment of Executive Education students, with ~40% of market share of the total Enrolments.
Rising Adoption of Digitalization: While the COVID-19 epidemic shook the world, remote work began to supplement industrial demands in India due to market-leading technological tools. As a result, the strategy to talent acquisition and deployment has shifted. Virtual hiring, training, and conferencing were the foundation upon which the formal economy thrived. The Indian workforce has been steadily shifting to meet the rising needs of contemporary working through digitalization. The epidemic highlighted the growing reliance on technology in all sectors. Organizations tapped on the remote work culture and automated business procedures that have long formed the foundation of many successful enterprises. Big data analytics, digital marketing, cybersecurity, AI, and machine learning are among the most popular courses, with product management following closely after.
Optimistic Growth of Customized MDP Segment: All the major education institutes are predicted to have an optimistic growth on customized programs along with tie-ups of corporations and government agencies. The MDP segment is poised to grow the most with ~2.8% CAGR from FY’22 to FY’27.
Government Initiatives toward Education Sector: The National Accreditation Regulatory Authority Bill for Higher Education, the Foreign Educational Institutions Bill, and 100% FDI in India's educational sector are only a few of the measures taken by the Indian government to liberalize the sector. The Indian government has taken a variety of actions, such as adding new IITs and IIMs and providing research academics at most government universities with educational funding.
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Rise of Niche vertical focused e-Learning Players: Executive Education sector is expected to grow at ~3.3% CAGR from FY’22 to FY’27, where a high demand and quick adoption of online and virtual learning programs is expected. Furthermore, virtual learning platforms have seen a rise in terms of Revenue as well. The NITI Aayog and Indian Education sector promote the Indian EdTech firms, which have garnered private equity investments totaling more than $4 billion over the past five years.
Integrating Education with Skill Requirements: In cooperation with learning and EdTech firms, some B-schools and universities have started to provide executive learning programs for professional development and career promotion, providing catalogues of online courses, courses, and certifications. Businesses have been making investments in digital learning strategies and content in recent years, working with learning and EdTech firms to develop online course, program, and certification catalogues.
The report titled “India Executive Education Market Outlook to FY’2027: Cascading growth driven by rising skill gap, tailored executive education courses, coupled with rising adoption of digitalization by Corporates” by Ken Research suggests that the India Executive Education market is expected to grow further in the near future, with increasing adoption of technology and awareness among working executives of India. The market is expected to register a positive CAGR of ~3% in terms of Revenue, during the forecast period of FY’22-FY’27.
Key Segments Covered in India Executive Education Market
By Type of Programs
Executive MBA
MDP
India Executive Education Market – EMBA Segmentation
By Mode of Funding
Company-Sponsored
Self-Funded
By Duration of Courses
0-12 Months
12-24 Months
>24 Months
By Type of Courses
Part-Time
Full-Time
Others
By Number of Electives Offered
0-10
10-20
20
By Type of Institution
Government
Private Institutions
By Mode of Learning
Virtual, In-Person
Hybrid
India Executive Education Market – MDPs Segmentation
By Course Duration
<1Week
1 Week – 1Month
>1Month
By Type of Courses
Strategy
Leadership
Management
Marketing & Sales
Finance & Accounting
Others
By Type of Institution
Government
Private Institutions
By Mode of Learning
Virtual
In-Person
Hybrid
Key Target Audience
Government Executive Education Providers
Private Executive Education Providers
Virtual Learning Providers
Corporations and Institutions offering Employee Training
Research organizations and consulting companies
Government bodies such as regulating authorities and policy makers
Organizations, forums and alliances related to Executive Education
Request for Sample Report @ Request for Sample Report @ https://www.kenresearch.com/sample-report.php?Frmdetails=NTc0NDMx
Time Period Captured in the Report:
Historical Period: FY’17-FY’22P
Forecast Period: FY’22P-FY’27F
Major Executive Education Providing Institutions in India:
E-MBA Course Providers
MDP Course Providers
Virtual Players
IIM Ahmedabad
IIM Bangalore
ISB Hyderabad
Great Lakes Institute of Management
ICFAI Business School
XLRI
IIM Calcutta
All India Management Association
P.Jain Global Institute
IIFT Delhi
Others
IIM Ahmedabad
IIM Bangalore
IIM Calcutta
IIM Lucknow
ISB Hyderabad
Great Lakes Institute of Management
XLRI
All India Management Association
MDI Gurgaon
IIM Kozhikode
Others
Jaro Education
Emeritus
Jigsaw Academy
Hughes Education
NIIT Imperative Ltd.
Coursera
Times Professional Learning
UpGrad
Key Topics Covered in the Report
India Socio-Demographic Overview and Education Market Snapshot
India Executive Education Market Overview
Executive Education Market Ecosystem in India
India Executive Education Market Size and Segmentation
E-MBA Services Industry Overview
E-MBA Services Industry Market Segmentation
E-MBA Services Industry Demand Analysis
E-MBA Services Industry Competitive Landscape
E-MBA Services Industry Future Market Segmentation
MDP Services Industry Overview
MDP Services Industry Market Segmentation
MDP Services Industry Demand Analysis
MDP Services Industry Competitive Landscape
MDP Services Industry Future Market Segmentation
Trends and Developments in India Executive Education Market
Trends and Developments in End User Preferences
SWOT Analysis of India Executive Education Market
Porter 5 Forces Analysis of India Executive Education Market
Growth Drivers in India Executive Education Market
Issues and Challenges in India Executive Education Market
Supervisory Framework for Executive Education Market in India
Impact of COVID-19 on Demand and End user preferences in Executive Education Market
Cross Comparison of Major E-MBA and MDP Providers across major decision-making parameters (such as type of programs, student enrolments, fees of the program, value propositions and others)
Market Share (By Revenue), Enrolment Number and Total Number of Programs, of Major Executive Education Providers in India, FY’22P
Snapshot of e-Learning Providers in Executive Education in India
Comparative Assessment: Company Overview (Inception Year, Office Location, Number of Programs, USP, Number of Alumni, Academic Partners, Average Fees, Duration of Courses, Mode of Delivery, Eligibility Criteria, Key Target Audience, Value Proposition, Key Offerings and Others)
Future of Executive Education Space in India
Outlook and Projections of Market Size of Executive Education Market in India, by Revenue (INR Cr) and Number of Programs, FY’22-FY’26
Industry Best Practices
Opportunities in the demand side
Industry Speaks
For more information on the research report, refer to below link:-
India Executive Education Market Outlook to FY’2027: Ken Research
Related Reports
UK Executive Education Market Outlook to 2023 - By Type of Management Development Programs (Finance, Strategy, Leadership, Ethics and others), By Duration of the Course (1 day, 1-2 days, 2-3 days, 3-5 days, 5-10 days and 10+ days) and By Type of Universities (Private and Public)
Singapore Executive Education Market Outlook to 2023 - By Type of Program (EMBA and MDP), By Funding of the Program MDPs (Company Sponsored and Self Funded) and EMBA (Self Funded, Partial Funding and Company Sponsored), By Duration MDP (1-7 days, 7-14 days and more than 14 days) and EMBA (up to 12 Months, 12-24 Months and More than 24 Months)
Australia Executive Education Market Outlook to 2024 –Driven by Rising Popularity of Online Education and Launch of Innovative Programs
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mutabikim · 3 years
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mutabıkım
Mutabıkım, an e-Reconciliation Solution, is a solution developed by MDP Group within the scope of e-transformation. It enables companies to manage all reconciliation processes in the most effective and fastest way by transferring them to the digital environment.
MDP Group offers innovative, creative and high added value solutions to meet the needs of companies in line with its experience in consultancy, software development and Fintech since 2013.
MDP Group, which has realized more than 1000 projects by working with more than 300 customers, accompanies companies' digital transformation journeys by providing SAP, e-Transformation and Web/Mobile application development services. In addition, MDP Group also achieves new achievements in the field of digital innovation with its R&D activities, data analytics and machine learning software developments.
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hiba1810-blog · 6 years
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Marketing Certification courses
Marketing certification courses Management Development Programmes (MDP) is a marketing certification courses which provide participants fundamentals like Managerial Effectiveness, Team Building, Cost Management, Sales & Marketing skills, Management of Organizational Change, etc to emerging issues like Big Data, Creativity & Innovation, and Leadership. It also provides an opportunity to refocus, to immerse themselves in the latest thinking about best practice for business analytics courses in management, and provide them with personal and professional tools to strengthen their effectiveness as a manager and leader. The programme also provides a global context for enhancing supply chain management, from the challenges of leading change and transformation, to working more effectively in uncertain environments and harnessing technology to ensure that systems and procedures are optimised. Coaching and Mentoring as developmental tools are known to impact individual and organisational performance to the tune of 4x, as compared to training. Developing coaching and mentoring competency is, therefore, gaining importance in today's competitive world. Organisations are increasingly realising the need to bolster continuous learning efforts as they strive towards preparing future leaders. The pedagogy employed involves a variety of teaching methods: case studies, simulations, role plays, closed group analyses and applied to learn projects, interspersed with lecture sessions on theory and practice. The sessions are essentially interactive, and participants are encouraged to question assumptions, identify opportunities, solve complex problems, develop operational performance, boost productivity, and in the process, build the sustainable competitive advantage. The knowledge and insights gained as a result of such sessions have immediate applications for high-priority management challenges. As a result, participants, as well as the sponsoring organization, receive a rapid –and lasting– return on investment. Programme Objective is to facilitate the Appreciation of the various roles of the coach and mentor, Development of skills and competencies needed for managers to serve as effective mentors and coaches, Appropriate usage of coaching and mentoring techniques, styles and methods for enhancing productivity and performance and Enhancing team members' performance through continuous and effective feedback. Programme Benefits Participants would avail the following opportunities: • Design and facilitate a successful coaching and mentoring programme in their organisation. • Appreciate the roles and responsibilities of key players in a coaching/mentoring system. • Foster and facilitate an effective culture of coaching and mentoring relationships in an organisation. • Develop a personal development plan as an action plan for the self and protégés' growth and development. For more details please visit the site http://www.spjimr.org/mdp
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Data Scientist course
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Data Science Course In Excelr With Placement
Even though obtaining a degree takes multiple years and might value tons of cash, it offers vital benefits. Degree programs give structure, internships, networking and recognized educational qualifications for your résumé. Curiosity – Since they're coping with large amounts of knowledge each single day, they must have AN timeless hunger for information to stay them going. To avail scholarships for our knowledge Science with Python course, please get up-to-date with US at The team shall send across the forms and directions to you. primarily based upon the responses and answers that we have a tendency to receive, our panel of specialists take a choice on the Grant.
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Data Scientist course
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In future we might wish to contact you with relevant data on our courses, facilities and events. Please make sure you're happy to receive this data and indicate below however you'd like US to speak with you. Please note, this can write any previous communication preferences you'll have already mere to US. Ltd in 1997 and spent over fourteen years as software package creator and lead developer for travel technology merchandise with Cornerstone data Systems, USA . She conjointly worked as a authority to the department of Energy and setting analysis.
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We think about each public and personal methods of regulation, and local, national, and international aspects of governance. within the study of politics, text of 1 kind or another is commonly essential to measurement vital underlying ideas, e.g. policy sentiment, issue frames, or philosophical  positions. This course is regarding the forms of applied math and procedure tools that political scientists and policy analysts have found helpful for treating text 'as data'. Our analysis Consulting team provides resources and recommendation on method and technical problems for graduate students, researchers, and college at the Hertie college and therefore the SCRIPTS Cluster of Excellence.
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arohi19 · 3 years
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Top 5 Data Science Courses To Study In India
Passionate about gadgets and technology, he has created several projects using Arduino. Well versed with networking and various programming languages, Suvendu is developing new hacking tools using Python. He has worked as an Assistant Professor at Sikkim Manipal University & Guest Faculty at National Institute of Pharmaceutical Education and Research. He has presented several research papers in international conferences.
1,00,000+ ALUMNI & GROWING Alumni are a part of our family and they have made a mark in their respective fields.200+ TEACHERS Our faculty members consist of world class professionals who are dedicated towards students success. Our skilled project managers use multiple quality control methods and mechanisms to meet and exceed quality standards for training Data Science Course. Upgrade emergency response, defense initiatives, and law enforcement with cutting-edge AI, powered by the most advanced AI-powered platform delivering secure, reliable training data services.
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However, we do have a placement team that will conduct a number of mock interviews and will assist you in updating your resume to prepare you for job interviews. Intellipaat offers one of the top Data Scientist courses in Kolkata that will help you to become a Data Science expert. The courses like R Certification, Artificial Intelligence, Machine Learning, Python for Data Science, Python, Business Analytics and others are hands-on practical-based training program. The explanation of concepts and topics were simple and comprehensive. Moreover, the training material was relevant, up to date, and easily understandable. All trainers and support team were very helpful and easily reachable.
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Data science captures the current data to reflect the most effective trends in transportation. Needless to say, safety, quality service, and low operational costs are the target of data science. The ratio of output to input should be high at all times irrespective of the conditions. Hence, data science has its special space in understanding the needs of the manufacturing sector.
In machine learning, the environment is typically represented as a Markov decision process . Many reinforcement learning algorithms use dynamic programming techniques. Reinforcement learning algorithms do not assume knowledge of an exact mathematical model of the MDP, and are used when exact models are infeasible. Reinforcement learning algorithms are used in autonomous vehicles or in learning to play a game against a human opponent. This training led by a live instructor who possesses hands-on experience in training offers you the best training experience through innovative education. Utilize this excellent opportunity to kick start your career as a data scientist by learning Data Science Training Course in Kolkata through the best training practices.
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isbmainstitute · 2 years
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In today's time, technology is increasing rapidly. Every organization uses a data analytics process to make better decisions. ISBMA institute offers MDP on data analytics for students. In data analytics, all the information gets captured in the systems software. Here we teach our students how to collect customer data for business purposes. The data scientist helps the organization make an informed decision for business growth.
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nshah654322 · 3 years
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Management Development Programs (MDP's) by ISBM Institute.
Indian School Business Management & Administration (ISBM) offers management development programs to professionals worldwide. The institute's mission is to improve the performance of any working professionals through training, coaching and consulting services. The MDPs are designed for administrators who have been in their position less than three years or those with no experience as an administrator. These programs are highly customizable to meet the individual needs of schools and districts around the US 
The ISBM Institute has helped over 20,000 administrators since 2010 by providing professional development opportunities to help them grow in their careers. In addition, many professionals at this institute are former educators themselves, which help create a unique learning environment for all participants during the program sessions. 
Many people are unaware that Doctorate in management studies & PhD exists, and they don't know what to look for or how to get the most out of one. They may also want to see if they don't have an MBA or any business degree, whether it's required? 
The answer is a strong YES! A PhD in management studies should go beyond the MBA by providing more profound analysis and specialization in the field of study. As a part of management studies, the doctoral level of education provides increased knowledge and skills and are crucial for leadership positions. Majority of MBA's in India & US study management studies as a part of their curriculum nowadays, which means that MBA is not the only requirement for top Management Studies Programs in the US or Top Business Schools 
Every participant has to earn 40 credits from an accredited faculty college or university. This is different from most educational institutions in India or other parts of the world. In addition, the student has to meet specific criteria and show evidence of having studied a certain number of courses within an academic period, usually one year. 
The final program is equivalent to a doctoral-level degree from a top business school. It consists of 10 courses which will take about 18 months for completion on average. The entire program cost and estimated time last for 18 months. The total number of studies in this program is 10, which include four core courses (HRD Skills; Knowledge Management; Research Methodology; Strategic Decision Making) and six elective courses (Enterprise Resource Planning, Financial Markets & Institutions, Information Technology Infrastructure Library, International Business, Marketing Strategy, Operations Management). 
OUR TRAINING PROGRAMS INCLUDE: Management Skills Development Marketing Skills Training Leadership Development Entrepreneurship & Innovation Sales Management Sales Skills Training Human Resource Management Team Building & Collaboration Global Business Trends Financial Management 
- Personalized and custom training curriculum. - Access to a Trainer 24×7 as part of the course in case you need any clarifications. - Training is available across all locations in Bangalore, Pune, Mumbai & Hyderabad. - Practical exercises and examples for better understanding during the sessions. - Access to state of the art infrastructure and labs for hands-on practical experience. - Individual attention, open communication and tailor-made training program to suit your needs.
- You will be able to achieve more in a short time. - In this seminar, you can meet companies like Google, Facebook, IBM etc. - You can learn about the latest trends in technology, hot skill sets and get the opportunity to connect with companies across industry verticals in India and the globe. 
- Be up to date with the latest industry trends in mobile technologies, cloud computing and big data analytics. - Learn new skills training that will be helpful for your career advancement. Our faculty members are working professionals from top companies, including Google, Deloitte, E & Y, etc. They are experienced in the respective field and can provide a better insight into the industry. - We have tie-ups with top companies who will participate in this event and select the best candidates for their company. 
If you are interested in exploring which program format is best for you, please contact ISBM Institute today! Call: +91-8928111111
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salmanistm12345 · 1 year
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MDP On Data Analytics
Every industry uses data analytics to get customer information in today's technology world. An individual who wants to pursue MDP in data analytics applies from ISTM Institute. With this data analytics course, students will learn techniques for examining the data. There are specialized systems and software available. For more information about ISTM, visit https://www.istm.org.in/
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Status Institute Of Management
Those who're interested in teaching can pursue a career in academics after finishing Master Degrees in Law. The College of Engineering’s sturdy alliance with industries ensures relevancy in school rooms and analysis labs. Programs corresponding to ‘MUJCAL’ – a enterprise-schooling partnership, provides excessive-attaining college students skilled experience.
Module assessments that encompass reside industry grade tasks and simulations present in-depth knowledge to the participants. Approach business problems using information-analytical strategy (Inter-Disciplinary & Cross Functional Approach) by figuring out alternatives to derive Business worth using business analytic methods. To Analyse particular business issues and derive solutions utilizing an array of analytic tools. The program has been designed based mostly on the inputs of a few of the main analytics firms and is a balance between ideas and hands-on apply.
Business Analytics Course
The immense publicity at this campus added a lot to my confidence and presentation expertise. Overall, I am thankful to NDIM for all the training and my placement in a desired profile with an excellent firm like Dabur. NDIM also regularly hosts Workshops/ MDPs/ Executive Programmes that aim to build strong basis of information science ideas and machine studying algorithms for predictive modeling. This helps bridge the ability hole needs of organizations, while maintaining the college in energetic contact with the recruiters and calls for of the Industry. The Noida campus, as an extension of IIM Lucknow, has been established to supply globally aggressive administration training to the professionals. In addition to those, the Institute has launched distance learning programmes (e-MDPs), in addition to many different brief length programmes.
The IT Infrastructure also covers the latest licensed software for designing, enhancing and simulation of tasks, statistical evaluation and project presentation. Security (physical & information entry) throughout the campus is administered through surveillance cameras and information entry policies applied through varied servers using Microsoft Technology. The Library of the Institute has a wonderful collection of reference, textbooks and encyclopedias associated to the field of Management. Library has subscribed to all in style enterprise news papers and magazines of India.
ExcelR- Data Science, Data Analytics, Business Analytics Course Training Andheri
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Business Analytics Courses
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sciforce · 4 years
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Reinforcement Learning and Asynchronous Actor-Critic Agent (A3C) Algorithm, Explained
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While supervised and unsupervised machine learning is a much more widespread practice among enterprises today, reinforcement learning (RL), as a goal-oriented ML technique, finds its application in mundane real-world activities. Gameplay, robotics, dialogue systems, autonomous vehicles, personalization, industrial automation, predictive maintenance, and medicine are among RL's target areas. In this blog post, we provide a concrete explanation of RL, its applications, and Asynchronous Actor-Critic Agent (A3C), one of the state-of-the art algorithms developed by Google's DeepMind.
Key Terms and Concepts
Reinforcement learning refers to the type of machine learning technique enabling an agent to learn to interact with an environment (area outside the agent's borders) by trial and error using reward (feedback from its actions and experiences). The agent seeks ways to maximize the reward via interacting with the environment instead of analyzing the data provided. The agent is a learning controller taking actions in the environment and receives feedback in the form of reward.
The environment, space where the agent gets everything needed from a given state. The environment can be static or dynamic, and its changes can be stochastic and deterministic correspondingly. It is usually formulated as Markov decision process (MDP), a mathematical framework for decision-making development.
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However, real-world situations often do not convey information to commit a decision (some context is left behind the currently observed scene). Hence, the Partially Observable Markov Decision Processes (POMDPs) framework comes on the scene. In POMDP the agent needs to take into account probability distribution over states. In cases where it’s impossible to know that distribution, RL researchers use a sequence of multiple observations and actions to represent a current state (i.e., stack of image frames from a game) to better understand a situation. It makes possible to use RL methods as if we are dealing with MDP.
The reward is a scalar value that agents receive from the environment, and it depends on the environment’s current state (St ), the action the agent has performed grounding on the current state (At ), and the following state of the environment (St+1):
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Policy (π) stands for an agent’s strategy of behavior at a given time. It is a mapping from the state to the actions to be taken to reach the next state. Speaking formally, it is a probability distribution over actions in a given state, meaning the likelihood of every action in a particular state. In short, policy holds an answer to the “How to act?” question for an agent.
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State-value function and action-value function are the ways to assess the policy, as RL aims to learn the best policy. Value function V holds an answer to the question “How good current state is?”, namely an expected return starting from the state (S) and following policy (π).
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Sebastian Dittert defines the action-value of a state as “the expected return if the agent chooses action A according to a policy π.” Correspondingly, it is the answer to “How good current action is?”
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Thus, the goal of an agent is to find the policy () maximizing the expected return (E[R]). Through the multiple iterations, the agent’s strategy becomes more successful.
One of the most crucial trade-offs for RL is balancing between exploration and exploitation. In short, exploration in RL aims at collecting experience from new, previously unseen regions. It potentially holds cons like a risk, nothing new to learn, and no guarantee to get any useful further information. On the contrary, exploitation updates model parameters according to gathered experience. In its turn, it does not provide any new data and could not be efficient in case of scarce rewards. An ideal approach is making an agent explore the environment until being able to commit an optimal decision.
Reinforcement Learning vs. Supervised and Unsupervised Learning
Comparing RL with AI planning, the latter does cover all aspects, but not the exploration. It leads to computing the right sequence of decisions based on the model indicating the impact on the environment.
Supervised machine learning involves only optimization and generalization via learning from the previous experience, guided with the correct labels. The agent is learning from its experience based on the given dataset. This ML technique is more task-oriented and applicable for recognition, predictive analytics, and dialogue systems. It is an excellent option to solve the problems having the reference points or ground truth.
Similarly, unsupervised machine learning also involves only optimization and generalization but having no labels referring to the environment. It is data-oriented and applicable for anomaly and pattern discovery, clustering, autoencoders, association, and hyper-personalization pattern of AI.
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Asynchronous Advantage Actor-Critic (A3C) Algorithm
The A3C algorithm is one of RL's state-of-the-art algorithms, which beats DQN in few domains (for example, Atari domain, look at the fifth page of a classic paper by Google Deep Mind). Also, A3C can be beneficial in experiments that involve some global network optimization with different environments in parallel for generalization purposes. Here is the magic behind it:
Asynchronous stands for the principal difference of this algorithm from DQN, where a single neural network interacts with a single environment. On the contrary, in this case, we've got a global network with multiple agents having their own set of parameters. It creates every agent's situation interacting with its environment and harvesting the different and unique learning experience for overall training. That also deals partially with RL sample correlation, a big problem for neural networks, which are optimized under the assumption that input samples are independent of each other (not possible in games).
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Actor-Critic stands for two neural networks — Actor and Critic. The goal of the first one is in optimizing the policy (“How to act?”), and the latter aims at optimizing the value (“How good action is?”). Thus, it creates a complementary situation for an agent to gain the best experience of fast learning.
Advantage: imagine that advantage is the value that brings us an answer to the question: “How much better the reward for an agent is than it could be expected?” It is the other factor of making the overall situation better for an agent. In this way, the agent learns which actions were rewarding or penalizing for it. Formally it looks like this:
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Q(s, a) stands for the expected future reward of taking action at a particular state
V(s) stands for the value of being in a specific state
Challenges and Opportunities
Reinforcement learning’s first application areas are gameplay and robotics, which is not surprising as it needs a lot of simulated data. Meanwhile, today RL applies for mundane tasks like planning, navigation, optimization, and scenario simulation in various verticals chains. For instance, Amazon used it for their logistics and warehouse operations’ optimization and for developing autonomous drone delivery.
Simultaneously, RL still poses challenging questions for industries to answer later. Given its exploratory nature, it is not applicable in some areas yet. Here are some reasons:
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Meanwhile, RL seems to be worth time and resources investment as industry players like Amazon show. Just give it some time, since investment in knowledge always requires it.
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kajalkumari1 · 4 years
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Python Career Opportunities – Which one will you choose?
The Next Big Thing to look up onto is Python and there is no doubt about that. Questions related to its worth, career opportunities, or available jobs are not to be worried about. As Python is rapidly ceasing the popularity amongst developers and various other fields, its contribution to the advancement of your career is immense.
There are reasons why Python is “the one”. It is easily scripted language that can be learned quickly. Hence reducing the overall development time of the project code. It has a set of different libraries and APIs that support data analysis, data visualization, and data manipulation.
Python Career Opportunities
Number of Python Jobs
While there’s a high demand for Python developers in India, the supply is really, really low. To testify this, we’ll take account of an HR professional statement. The professional was expected to recruit 10 programmers each for both Java and Python. About a hundred good resumes flooded in for Java, but they received only 8 good ones for Python. So, while they had to go through a long process to filter out good candidates, with Python, they had no choice but to take those 8 candidates.
What does this tell you about the situation? Even though Python has easy syntax, we really need more people in India to upskill themselves. This is what makes it a great opportunity for Indians to get skilled in python. When we talk about the number of jobs, there may not be too many for Python in India. But we have an excellent number of jobs per Python programmer.
Job boards like Indeed and Naukri offer around 20,000 to 50,000 job listings for Python and this shows that Python career opportunities in India are High. Choosing Online Python Classes in Lucknow to pursue your career is a good choice. The below stats shows the total job postings of the major programming languages.
Types of Python Jobs
So what types of jobs can you land with Python?
Well, for one, Python scope is intensive in data science and analysis. Clients often want hidden patterns extracted from their data pools. It is also preferred in machine learning and artificial intelligence. Data scientists love Python. Also, in our article on applications of Python, we read about how Python is used everywhere in web development, desktop applications, data science, and network programming.
Python Job Profiles
With Python on your resume, you may end up with one of the following positions in a reputed company:
1. Software Engineer
·      Analyze user requirements
·      Write and test code
·      Write operational documentation
·      Consult clients and work closely with other staff
·      Develop existing programs
2. Senior Software Engineer
·      Develop high-quality software architecture
·      Automate tasks via scripting and other tools
·      Review and debug code
·      Perform validation and verification testing
·      Implement version control and design patterns
3. DevOps Engineer
·      Deploy updates and fixes
·      Analyze and resolve technical issues
·      Design procedures for maintenance and troubleshooting
·      Develop scripts to automate visualization
·      Deliver Level 2 technical support
4. Data Scientist
·      Identify data sources and automate the collection
·      Preprocess data & analyze it to discover trends
·      Design predictive models and ML algorithms
·      Perform data visualization
·      Propose solutions to business challenges
5. Senior Data Scientist
·      Supervise junior data analysts
·      Build analytical tools to generate insight, discover patterns, and predict behavior
·      Implement ML and statistics-based algorithms
·      Propose ideas for leveraging possessed data
·      Communicate findings to business partners
Python Future
While many top companies are stuck with Java, Python is one of the old yet trending technologies. The future of Python is bright with :
1. Artificial Intelligence
Artificial Intelligence is the intelligence displayed by machines. This is in contrast to the natural intelligence displayed by humans and other animals. It is one of the new technologies taking over the world. When it’s about AI, Python is one of the first choices; in fact, it is one of the most-suited languages for it.
For this purpose, we have different frameworks, libraries, and tools dedicated to letting AI replace human efforts. Not only does it help with that, but it also raises efficiency and accuracy. AI gives us speech recognition systems, autonomous cars, etc.
The following tools and libraries ship for these branches of AI:
·      Machine Learning – PyML, PyBrain, scikit-learn, MDP Toolkit, GraphLab Create, MIPy
·      General AI – pyDatalog, AIMA, EasyAI, SimpleAI
·      Neural Networks – PyAnn, pyrenn, ffnet, neuro lab
·      Natural Language and Text Processing – Quepy, NLTK, genism
2. Big Data
Big Data is the term for data sets so voluminous and complex that traditional data-processing application software is inadequate in dealing with them.
Python has helped Big Data grow, its libraries allow us to analyze and work with a large amount of data across clusters:
·      Pandas
·      scikit-learn
·      NumPy
·      SciPy
·      GraphLab Create
·      IPython
·      Bokeh
·      Agate
·      PySpark
·      Dask
3. Networking
Python also lets us configure routers and switches, and perform other network-automation tasks cost-effectively. For this, we have the following Python libraries:
·      Ansible
·      Netmiko
·      NAPALM(Network Automation and Programmability Abstraction Layer with Multivendor Support)
·      Pyeapi
·      Junos PyEZ
·      PySNMP
·      Paramiko SSH
All these technologies rely on Python today and tomorrow.
Top Organizations Using Python
 With its extreme popularity and powerfulness, Python is preferred by unicorns too:
1. NASA & ISRO
NASA and ISRO use Workflow Automation System (WAS), an application written and developed in Python. It was developed by NASA’s shuttle-support contractor USA (United Space Alliance).
NASA also uses Python for APOD (Astronomy Picture Of the Day), API, PyTransit, PyMDP Toolbox, EVEREST.
2. Google
Who, on this Earth, lives and doesn’t know Google? We use it for everything – sometimes, even to find answers to life’s deepest questions. Google uses Python for its internal systems, and its APIs for report-generation, log analysis, A/Q and testing, and writing core search-algorithms.
3. Nokia
This one reminds me of Nokia 3310, the pocket phone that could break a tile. Nokia makes use of PyS60 (Python for S60). It also uses PyMaemo (Python for Maemo) for its S60 (Symbian), and Maemo (Linux) software platforms.
4. IBM
An American multinational technology company headquartered in New York, IBM uses Python for its factory tool control applications.
5. Yahoo! Maps
Maps is an online mapping portal by Yahoo! It uses Python in many of its mapping lookup services and addresses.
6. Walt Disney Feature Animation
WDFA uses Python as a scripting language for animation. All the magic that happens in Disneyland has a bit of Python behind it.
Why Python?
So, after all this Python career opportunities talk, why should you take Online Python Classes in Lucknow? What has it to offer to you? What’s the scope of Python? Let’s see.
 ·      Its simplicity and conciseness make it perfect for beginners.
·      It has a large community that continuously contributes to its development.
·      Because of the highly demand-supply ratio, it provides excellent career opportunities, especially in India.
·      We have a number of frameworks to make web development easy as pie.
·      Python is the preferred language for Artificial Intelligence and Machine Learning.
·      Raspberry Pi, a microcomputer, lets us make our own DIYs with Python, at prices that do not blast holes in your pockets.
·      Both startups and corporates, make extensive use of Python, thanks to its powerfulness and simplicity.
·      Python has been consecutively topping the most loved programming language on the StackOverflow developers survey report.
·      StackOverflow survey reports showed us that Python is the fastest growing language in high-income countries. IBM used the STL model to predict the future growth of major languages in 2020 and it seems Python is going to leave everyone behind.
  Why is Python in demand?
According to expert research, there is a huge gap between demand and supply of python developers/experts across countries like India, the USA, and more. As a result, the available python developers are paid thrice of that of actual salaries to fill the scarcity. This is an important lesson for all those who are doubting the career opportunities with python and also lacking a good hold in python. Expertise in python by gaining experience or even through online python certification training. It adds value to your resume and all-in-all to your overall career goal.
  Python Skills
After knowing all the opportunities that Python holds, its good to know all the ins and out to it. Focus is always on skill first so that you stand out amongst others. They can be broken down as follows:
·      Core Python (Basic knowledge between Python 2 and Python 3 is sufficient, complete knowledge of all modules is not required)
·      Web Frameworks (Learn common Python frameworks such as Django or Pandas)
·      Object-relational mappers (Ability to connect to the database with the help of ORM rather than SQL )
·      Understand Multiprocess Architecture (Ability to write and manage threads for high-performance)
·      RESTful APIs (understand how to use them and able to integrate components with them)
·      Building Python Applications (One should know how to package up a code and deployment and release)
·      Good communication and designing skills (Able to communicate well with members as well as implement servers that are scalable, secure and highly available)
This was all in the Python career opportunities article that provides you benefits by taking Online Python Classes in Lucknow.
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