Train a Neural Network to Predict Stock Market

Some people claim they can look at a stock price chart, find patterns like head and shoulder, and predict in which direction it will move. There is also another group of people, mostly academics and high profile investment analysts, who don’t believe in any of this.

Funny fact is that we have successful traders and investors in both groups. So, who’s right and who’s wrong?

I thought we can put it into a test by trying to train a convolutional neural network(CNN) to see whether there’s merit in chart reading. If we succeed and find a model that can predict better than pure chance, there’s at least some proof of usability of technical analysis. Obviously, if we fail to find such a model, that wouldn’t prove chart reading doesn’t work!

In the process, we’ll build a working model that can be expanded pretty easily. We have to make a lot of assumptions to create this model and you may disagree with some or all of them. As you will see, it’s easy to change many of those assumptions without actually changing the code. Parameters are defined separately. You can even expand the model by simply copy/paste a layer!

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Some Disclosures Before We Get Started

First of all, I call it a study, because it’s not really a complete project. I worked on this over a few weekends, just to play around with TensorFlow and see if it’s possible to make something useful.

There are potentially many bugs, errors, or even mistakes on the way I coded it. I would be more than happy to learn about them and improve this work. So, please don’t hesitate to share your thoughts in the comment section. I try to respond to them as soon as I can.

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Digital Marketing Course in Chennai | Digital Marketing Training in Chennai

Digital marketing is immensely growing in order to promote the brands online and also make the business development extensive to reach as many customers possible.  To promote products online as well as to reach customers who are regular in internet usage digital marketing comes in the picture of playing its role. There is a discussion going on between traditional marketing and digital marketing application but digital marketing is becoming a trend subject to be learnt and practiced in the business routine.

Considering this emergence and importance, there are multiple options available to pursue digital marketing course in Chennai. In this article let us have an understanding as to how pursuing a digital marketing course can assure the best and prosperous job opening for the individuals who are eagerly waiting for it.

The Scope Of Digital Marketing

India has grown better than any other countries in terms of Technology because India is considered to be the second top country in internet usage. Mobile phone users and smart Technology also contribute another reason for digital technology enablement in business development. Looking at this scenario it is evident that the digital marketing industry is enhancing day by day which will be an opportunity for every professional to have their career growth as well. There are wider scope existing which are listed for an understanding.

• Presently internet usage statistics clearly tells you that 50 to 60 percent of the total population are internet users which has grown dramatically and it will be only on a growing trend henceforth.
• Irrespective of company size, implementing digital marketing can make them invest low and take back high return investment.
• Digital marketing career opportunity is in top search as there are multiple specializations to kickstart the dream jobs.
• Learning digital marketing course can make stand out from the crowd and will be in the top list of corporate demands

Career option for Digital Marketing

• Digital marketing is significant and it is also important to understand its multiple growth opportunity for the career seeker.
• The specialization has opened up multiple doors for job dreamers who can pursue their career and job in their respective field.
• Digital marketers are considered as the most demanded individuals by the companies.
• It is also an indication now by 2021 digital marketing experts will be the best and greatest influential person in the industry as such.

Digital Marketing Is In High Demand & A Trendy Career Option

It is high time that every company looks into the brand awareness opportunity through digital marketing and channels. It is said that digital marketers are one of the top jobs receiving salary hikes and reasonable promotions in their career path. The reason to choose a digital marketing course in chennai can vary from person to person but overall it has multiple roles and skills that get developed everyday. A long sight business can take up this marketing versatility to make their growth in an increasing trend. This demands more digital marketing individuals to take up their career as it is an evolving field.

Why Choose Digital Marketing As Your Career?

• Digital marketing is one of the demanding fields to be learnt because many businesses are wanting to enter online to reach as many audiences in an effective way.
• This platform can help the entrepreneurs to develop their respective businesses in a smarter way
• Yet another reason for choosing digital marketing training is to aid the businesses in boosting sales
• Small companies prefer digital marketing expertise so that they can also be one of the companies to be present online for the awareness of the audience.
• The emergence of online preference makes people choose digital marketing and also becomes an effective tool to hike your brand awareness in order to create website traffic.
• The companies never fail to comprise this digital marketing strategies and experts guidance because it can be a back support for increase their websites ranking through SEO activities

Company Preferring Digital Marketer for Boosting Sales

Overall understanding of digital marketing fulfills our need to proceed in approaching the marketer at the right time. Those who have pursued the digital marketing  course are well versed in SEO activities and other related works. The major reasons for the companies preferring digital marketing experts are

• To enhance the website according to the marketing trend and need
• Provide effective support in content development and management
• Being present online through social media platform to have organic paid and lead generation
• Targeting more online customers through geo penetration

Job And Career Opportunities After The Digital Marketing Course

There are a huge range of opportunities and according to the report by 2020 and 2021 approximately 2 million jobs across the places in the digital marketing field exist. Looking at this growth digital marketing course in Chennai is getting hitched. This is why many try to choose digital marketing courses in Chennai to be in this demanding professional crowd. When you pick up the top branded digital marketing training platform withstanding the competitive advantage becomes an easy route. Even amidst this time of crisis or recession possessing valuable and on trend skills can be a secured path to be successful. If you have lost your hopes in your existing career line, nevermind or regret because a digital marketing course can revive all the things that you have lost and create a well established road for dream jobs.

How To Learn Digital Marketing And Pursue A Career

Below are few options to get to understand the mode of learning digital marketing course in chennai

1. Understand the basics of digital marketing
2. Trying to start the own website
3. Become an SEO Expert
4. Explore the ways of receiving Google Ads Certification
5. Learn the skill of mastering Facebook Ads Advertising
6. Practice the skill of expertise in Google Analytics
7. Make digital marketing job as a freelancer
8. Tap the ways of getting real internship
9. Be updated and keep learning
10. Implement digital marketing tools

Benefits of Joining Our Digital Marketing Certification Program

From 2015 Digital marketers are the most recruited professionals by companies according to Smart Insights. This can be even more greater in number and can be an influential concept by 2020.Choosing digital marketing courses in chennai have massive benefits which need to be understood with the thoughts of clarity.

• Tap the wide Range of career options
• Enhance the Market Value
• Be sure of receiving high end salary packages
• Avail flexible jobs
• Develop the creativity skills
• Digital Marketing Certification is mandatory to meet the industry standard
• Cost-Efficient and Tech-Savvy

Conclusion

Having understood the significance of digital marketing field, the wisest decision could be choosing the perfect digital marketing training in chennai. This can provide you the confidence of receiving the professional and technical skills expected from your end. Never miss out the most important place in the corporate field of earning better package than any other profession and be determined about elevating your career path.

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The Stock Market Crash of 2021 (How to Profit BIG)

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Make sure to watch until the end, as I will go over what’s happening with the markets right now, what’s causing it, and my sentiment about why a crash will occur.

📺 The video in this post was made by Charlie Chang
The origin of the article: https://www.youtube.com/watch?v=vOIxDL5XCjY
🔺 DISCLAIMER: The article is for information sharing. The content of this video is solely the opinions of the speaker who is not a licensed financial advisor or registered investment advisor. Not investment advice or legal advice.
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5 scope of digital marketing in 2021
It’s a digital world, where most of our things and tasks can be done online. From ordering food to booking tickets, studying and learning, and so on tasks can be done by just tapping a few keys on our desktops and smartphones. Even the various industries and companies are doing their tasks online to make it easy of running their businesses.

Various firms and companies which have a relation to marketing, like sales and purchase have now shifted themselves online and have adapted various techniques of digital marketing. Whether for advertising their products and services or to book various raw materials and more, all are shifted to the digital world with the rapidly increasing use of the internet.

And as digital marketing is growing and people are adapting or depending on it for fulfilling their business goals, various digital marketing institutes in Pune have been established to provide knowledge and awareness about digital marketing amongst candidates.

With a proper digital marketing network, you can make your company reach an audience across the world. Those candidates who are pursuing digital marketing courses in Pune are opening doors for enhancing a great way of enhancing their career digitally.

What is the scope for digital marketing for the year 2021
Numerous organisations and firms are growing and moving ahead with digital marketing. The need for shifting on digital platforms has become necessary because now people are spending more time browsing websites and shopping pages. For this need, various candidates are taking Digital marketing training in Pune. Some of the scopes of digital marketing are discussed below

● Analytics - When we talk about digital marketing analysis, it’s done after the fact. Many big digital marketers who have gained knowledge from Digital marketing classes in Pune that can publish a piece of content with the motive of seeing how effective it was. It can be helpful but, real-time analytics in digital marketing is shaking up the online world. Through this, marketers can separate their content for smaller consumers to respond quickly in their performance.
● Social media influencers - To advertise a certain brand and to increase its reach to peoples, what businessmen are doing? They are searching for some special media influencers who can post their product review on social media handles after using them once. Through this also, convenient and effective digital marketing can arise. As a candidate, to become a successful digital marketer becoming a social media influencer after training in digital marketing training in Pune, can be a good way of progressing in this career.
● Artificial intelligence - With artificial intelligence, you can do better analyzation of data stored and then further do customization as per your customer’s requirement. You can also provide your personal experience and provide assistance in the process of buying. With AI, you can automate ads to the targeted audience by using programmatic advertising. Apart from business and digital marketing firms, AI is also the trending scope which you can choose while learning how to become digital marketing from digital marketing training institute in Pune.
● Affiliate marketing and Adsense - After studying digital marketing classes in Pune you can choose to develop your website or a niche through which you can represent yourself as a successful digital marketer. As websites and ventures are very famous for providing digital marketing services as well as in conducting classes in digital marketing, you can enhance and grow your marketing skills. With your website or venture, you can start as a blogging page or digital marketing workshops through online mode at a reasonable cost to attract more users to your website. This way, the crowd will also be increased on your website.
● Start freelancing services - As a fresher in the digital world, the best is to make new and experienced clients and start gaining some exposure with them. But to gain experience, you need to work from home, that’s why freelancing is the best way of making your career as a marketer successful.
You can get connected to various freelancing sites like freelancer.com, freeway.com, and many more to search for clients. And once you gain enough experience in this field to make your work easier, you can start hiring candidates.

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Benefits of Digital Marketing
Studies show that adults’ internet use has increased by a minimum of 5% over the last three years. Companies are now taking advantage of digital resources. In other words, in shopping decisions, online marketing plays an enormous role. Digital marketing aims to connect to the target audience and location and connect more quickly.
Digital Marketing Course
It is easy to understand what’s important, but how well you practice and learn from errors is a crucial challenge. To learn a new technical ability takes two things time and money. For yourself, this is an investment. Digital marketing is continuously improving and dynamic.

Best courses for digital marketing
The Digital Marketing Classes in Pune are designed to build or consolidate your digital marketing know-how to gain new skills and support your ideal digital marketing journey. The digital marketing training institute provides workshops conducted by in-house experts to help you understand the critical fundamental components of digital marketing and develop a successful digital strategy.

Benefits
• Increase Customer Loyalty with Frequent Communications
It costs more than maintaining current customers to attract and transform new customers, as you know. Loyalty to consumers may be hard to find, but your sacrifices are worth it.
It’s fantastic to conclude sales with your clients, but keeping them after sales is much better. A retained customer can buy or recommend the brand to others to boost their purchases. 40% of online shopping sales in the US come from repeat clients, who account for 8% of the websites’ visits. To keep consumers in touch, you need to support digital marketing simpler than ever.
• Engage the Customer at Every Buying Stage
Not many people had talked about consumer experience before digital marketing, mainly because it was hard to understand and evaluate. Typically, after watching an ad on TV or in the newspapers, a client will go to a physical shop, decide and pay for the good or service in the shop. However, any consumer decision can be monitored in digital marketing, even when developing a solution or a product.
It is usual for a customer to see an ad online, look at pricing on multiple websites and then go to the store to check out the product or buy on an online store. Mobile applications give customers exclusive discounts, customer service, and tools to keep us more conscious of the purchase process. A marketer can track a customer’s entire shopping process with digital marketing.

• Target the Right Audience
It is better than never for segment audiences to target a particular audience through various digital marketing platforms—access to web resources to track a person’s online and demographic details. Digital marketers use this data to provide consumers with products or services that could be of interest. If a visitor clicks on an ad for a brand or a search engine, it may rely on the visitor with subsequent and similar advertisements. When visitors’ information is based on their preferences and online behaviours, it offers a supportive enhancement and eases and improves shopping.
You may also reach the audience based on what material and deals they are on during the purchasing process. Email marketing, for example, may be used to feed a lead before they can buy. You may have signed up for your blog and opened your blog update emails consistently. You will visit me and web sites after several months. You know how to give them a detailed email with an exclusive deal at this stage. You click on the bid and request a quote submission.
It is made possible by innovative digital marketing techniques. If a client fills out an online form, the client may submit personal information. Cookies track the user activity on most web pages. These data evaluate and assess the best strategy for diverse audiences, companies, and marketing specialists.
• Generate a Consistent Lead Pipeline
The primary objective of marketing is essential to build a sales funnel. A sales funnel system with reliable traffic leads and sales. It means turning traffic into brand enthusiasts. The role of a sales funnel is to divide the window buyers from the actual buyers. It can also help boost consumer Journey.

• Optimize and Obtain Better Conversion Rates
Compared to conventional advertisements, which require costly Cable, radio, and print advertising, internet channels are much cheaper. It is even faster than you would for traditional ads to improve the annual rate. It is often challenging to track conversion rates with printed advertisements because all of them happen offline.
Digital advertising makes it easy because it tracks all interactions. You know immediately how many people view your ad and what measures they take.
Most online publicity platforms have certain reporting levels to refine your ads’ targeting, copy, and design.

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