Model to accurately forecast inventory demand based on historical sales data.

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梅花易数卦象生克关系分析。 "Meihuayishu" is a prediction method invented by the ancient Chinese.

We have come a long way since I was a child in the 1960s when all I wanted for Christmas was a slinky and some Rock’Em – Sock’Em Robots. Now imagine we have traveled ten years into the future, and it is Christmas 2031. Alexa has replaced kids’ parents and Santa Claus. Every toy is connected to the Internet and looks like a robot version of the animal it represents. Clean thermonuclear Christmas trees will be providing us with radiant, gamma-ray energy for all our holiday needs. Pogo sticks have also made a comeback, but they are solar-powered and can leap entire city blocks. And while I am busy pretending to be the Ghost of Christmas Future, I thought it would also be fun to ask the Office of the CTO team about their predictions for futuristic, technical toys. So, I posed these two questions: What cool TECHNICAL toy or gadget would you like Santa to bring you this year in 2021? As a participating member of the Office of the CTO, what cool TECHNICAL toy or gadget (that has not yet been invented) would you like Santa to bring you in 10 years from now in 2031? christmas wishlist for the octo team overlay You know what? We just might see I see a sneak preview of some of these magical tech toys of the future in just a few weeks at the CES 2022 conference. In the meantime, take a look at the wish list from all of our Extreme technical gurus: Marcus Burton – Wireless and Cloud Architect Christmas Wish 2021: Is a Tesla Cybertruck an option? I’ll even take a prototype. That will scratch several technology itches at the same time. Think about it…EV, autonomous driving, AI, 5G probably, cloud-connected, mobile-first, and all the best in materials sciences and mechanical engineering applied to trucks. What more could an outdoorsy tech guy want? Christmas Wish 2031: I’m kinda thinking that while everyone else has their brain slurped out in the metaverse (with VR!), I will prefer to go to the actual mountains. But you know, I have a wife and kids, so I have to think about safety. So here’s my wish: a smart personal device that has a full week of battery life (using ultra-thin silicon wafers) with rapid solar charging, LEO satellite connectivity (for sending “eat your heart out” 3D pics to my friends from the “there’s no 6G here” wilderness), and ultra-HD terrain feature maps for modern navigation. Carla Guzzetti – VP, Experience, Messaging & Enablement Christmas Wish 2021: I want this: Meeting Owl Pro – 360-Degree, 1080p HD Smart Video Conference Camera, Microphone, and Speaker Christmas Wish 2031: I want a gadget where we can have virtual meetings without the need for a wearable! Who wants to wear heavy goggles all day? Doug McDonald – Director of Product Management Christmas Wish 2021: As a technologist often looking for a balance between screen time and health and fitness I hope Santa brings me the Aura Strap. The Aura strap adds additional IoT sensory capabilities to compliment your Apple smartwatch. Bioelectrical impedance analysis is the cutting-edge science behind the AURA Strap. This innovation provides a way to truly see how your body changes over the course of a day. Their body composition analysis includes fat, muscle mass, minerals, and hydration; providing personalized insights that improve the results of your workouts, diet, and your lifestyle as a whole. Christmas Wish 2031: Hopefully, this innovation will be here sooner. Still, in the spirit of my first wish from Santa, I also hope to have a service engine warning light for me. The concept is utilizing advancements in biomedical sensory devices to pinpoint potential changes in your physical metrics that may help in seeking medical attention sooner than later if variances in health data occur. I spoke about this concept in the Digital Diagnosis episode of the Inflection Points podcast from the Office of the CTO. Ed Koehler – Principal Engineer Christmas Wish 2021: My answers are short and sweet. I want a nice drone with high-resolution pan, tilt, and zoom (PTZ) cameras. Christmas Wish 2031: In ten years, I want a drone that I can sit inside and fly away! Puneet Sehgal – Business Initiatives Program Manager Christmas Wish 2021: I have always wanted to enjoy the world from a bird’s eye view. Therefore, my wish is for Santa to bring me a good-quality drone camera this year. It is amazing how quickly drones have evolved from commercial /military use to becoming a personal gadget. Christmas Wish 2031: In 2031, I wish Santa could get me a virtual reality (VR) trainer to help me internalize physical motion by looking at a simulation video while sending an electrical impulse to mimic it. It will open endless possibilities, and I could become an ice skater, a karate expert, or a pianist – all in one. Maybe similar research is already being done, but we are far away from something like this maturing for practical use. So, who knows – it’s Santa after all and we are talking 2031! Tim Harrison – Director of Product Marketing, Service Provider Christmas Wish 2021: This year, I would love to extend my audio recording setup and move from a digital 24 channel mixer to a control surface that integrates with my DAW (digital audio workstation) and allows me to use my outboard microphone pre-amps. I’ve been looking at an ICON QCon Pro G2 plus one QCon EX G2 extender to give me direct control over 16 channels at once (I use 16 channels just for my drum kit). Christmas Wish 2031: Ten years from now, I sincerely hope to receive an anti-gravity platform. First, I’ll be old, and climbing stairs will have become more challenging for these creaky old bones. Secondly, who hasn’t hoped for a REAL hoverboard? Once we know what gravity is “made of,” we can start making it easier to manipulate objects on earth and make space more habitable for human physiology. Either that or a puppy. Puppy sitting Divya Balu Pazhayannur – Director of Business Initiatives Christmas Wish 2021: I’m upgrading parts of my house over the holidays and browsing online for kitchen and laundry appliances. If you had told me that I would be spending three hours reading blogs on choosing the right cooktop for me, I would not have believed you. Does it have the right power, is it reliable, is it Wi-Fi enabled, can you talk to it – I’m kidding on that last one. Having said that, I’d love to get the Bosch Benchmark Gas Stovetop. Although I can’t speak to my appliance, its minimalist look has me writing it down on my wish list for Santa. I’ll even offer him some crispy dosas in exchange. Christmas Wish 2031: Apart from flying cars and personal robot assistants, I’d love to get the gift of better connectivity. I miss my family and friends in India, and it would be amazing to engage with them through holographic technology. I imagine it would allow for a much higher level of communication than today’s ‘talking head’ approach. Although do I want my family sitting with me in my living room? Still – I’d like to think a holograph would be just fantastic. Yury Ostrovsky – Sr. Technology Manager Christmas Wish 2021: I believe 2022 will be the year of VR toys. Virtual Reality is already popular, but I believe more applications will be developed in this area. We might see radio waves coming from different sources (Wi-Fi, LTE, 5G, BT, etc.) and visualize propagation in real-time. Christmas Wish 2031: “Prediction is very difficult, especially if it’s about the future” – Niels Bohr Kurt Semba – Principal Architect Christmas Wish 2021: The Crown from Neurosity. It helps you get and stay in a deep focus to improve your work and gaming results. Christmas Wish 2031: A non-evasive health device that can quickly look deep into your body and cells and explain why you are not feeling well today. Jon Filson – Senior Producer, Content Christmas Wish 2021: I want a large rollable TV by LG. In part because I watch a lot of football. And while I have a Smart TV, I still can’t get it to connect to my Bluetooth speaker … so while I love it, I want it to work better, and isn’t that so often the way with tech? But more than that, I don’t like and have never liked that rooms have to be designed around TVs. They are big, which is fine, but they are often in the way, which is less so. They should disappear when not in use. It’s $100,000 so I don’t expect it any time soon. But it’s an idea whose time has come. Christmas Wish 2031: I cheated on this one and asked my 12-year-old son Jack what he would want. It’s the portal gun, from Rick and Morty, a show in which a crazed scientist named Rick takes his grandson Morty on wacky adventures in a multi-verse. That last part is important to me. Kids today are already well into multi-verses, while we adults are just struggling to make one decent Metaverse. The next generation is already way ahead of us digitally speaking, it’s clear. Alexey Reznik – Senior UX Designer Christmas Wish 2021: This awesome toy: DJI Mavic 2 Pro – Drone Quadcopter UAV with Hasselblad Camera 3-Axis Gimbal HDR 4K Video Adjustable Aperture 20MP 1″ CMOS Sensor, up to 48mph, Gray Christmas Wish 2031: Something along these lines: BMW Motorrad VISION NEXT 100 BMW Motorcycle Michael Rash – Distinguished Engineer – Security Christmas Wish 2021: Satechi USB-C Multiport MX Adapter – Dual 4K HDMI. Christmas Wish 2031: A virtual reality headset that actually works. Alena Amir – Senior Content and Communications Manager Christmas Wish 2021: With conversations around VR/AR and the metaverse taking the world by storm, Santa could help out with an Oculus Quest. Purely for research purposes of course! Christmas Wish 2031: The 1985 movie, Back to the Future, was a family favorite and sure we didn’t get it all exactly right by 2015 but hey, it’s almost 2022! About time we get those hoverboards! David Coleman – Director of Wireless Christmas Wish 2021: Well, it looks like drones are the #1 wish item for 2021, and I am no exception. My wife and I just bought a home in the mountains of Blue Ridge, Georgia, where there is an abundance of wildlife. I want a state-of-the-art drone for bear surveillance. Christmas Wish 2031: In ten years, I will be 71 years old, and I hope to be at least semi-retired and savoring the fruits of my long tech career. Even though we are looking to the future, I want a time machine to revisit the past. I would travel back to July 16th, 1969, and watch Apollo 11 liftoff from Cape Kennedy to the moon. I actually did that as a nine-year-old kid. Oh, and I would also travel back to 1966 and play with my Rock’Em – Sock’Em Robots. Rock'em Sock'em Robots To summarize, our peeps in the Office of the CTO all envision Christmas 2031, where the way we interact as a society will have progressed. In 2021, we already have unlimited access to information, so future tech toys might depend less on magical new technologies and more on the kinds of experiences these new technologies can create. And when those experiences can be shared across the globe in real-time, the world gains an opportunity to learn from each other and grow together in ways that would never have been possible.

Business Problem: Dataset of a bank with 10,000 customers measured lots of attributes of the customer and is seeing unusual churn rates at a high rate. Want to understand what the problem is, address the problem, and give them insights. 10,000 is a sample, millions of customer across Europe. Took a sample of 10,000 measured six months ago lots of factors (name, credit score, grography, age, tenure, balance, numOfProducts, credit card, active member, estimated salary, exited, etc.). For these 10,000 randomly selected customers and track which stayed or left. Goal: create a geographic segmentation model to tell which of the customers are at highest risk of leaving. Valuable to any customer-oriented organisations. Geographic Segmentation Modeling can be applied to millions of scenarios, very valuable. (doesn't have to be for banks, churn rate, etc.). Same scenario works for (e.g. should this person get a loan or not? Should this be approved for credit => binary outcome, model, more likely to be reliable). Fradulant transactions (which is more likely to be fradulant) Binary outcome with lots of independent variables you can build a proper robust model to tell you which factors influence the outcome. alt text Problem: Classification problem with lots of independent variables (credit score, balance, number of products) and based on these variables we're predicting which of these customers will leave the bank. Artificial Neural Networks can do a terrific job with Classification problems and making those kind of predictions. Libraries used: Theano numerical computation library, very efficient for fast numerical computations based on Numpy syntax GPU is much more powerful than CPU, as there are many more cores and run more floating points calculations per second GPU is much more specialized for highly intensive computing tasks and parallel computations, exactly for the case for neural networks When we're forward propogating the activations of the different neurons in the neural network thanks to the activation function well that involves parallel computations When errors are backpropagated to the neural networks that again involves parallel computation GPU is a much better choice for deep neural network than CPU - simple neural networks, CPU is sufficient Created by Machine Learning group at the Univeristy of Montreal Tensorflow Another numerical computation library that runs very fast computations that can run on your CPU or GPU Google Brain, Apache 2.0 license Theano & Tensorflow are used primarily for research and development in the deep learning field Deep Learning neural network from scratch, use the above Great for inventing new deep learning neural networks, deep learning models, lots of line of code Keras Wrapper for Theano + Tensorflow Amazing library to build deep neural networks in a few lines of code Very powerful deep neural networks in few lines of code based on Theano and Tensorflow Sci-kit Learn (Machine Learning models), Keras (Deep Learning models) Installing Theano, Tensorflow in three steps with Anaconda installed: $ pip install theano $ pip install tensorflow $ pip install keras $ conda update --all

This is a repository about the ST-DCCNAL model, which is invented for the crow flows prediction problem

The goal of this project is to develop a data infrastructure and forecasting pipeline for retail stores. Using historical store-level data, we can identify patterns and generate insights into daily sales, revenue, customer footfall, and reduce overstocking .

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Predicting Holding Cost using Inventory Cost Dtaset

You may have heard of the concept of Industry 4.0 – if not this is otherwise known as the new age industrial revolution. It is a prediction that the manufacturing industry is set to replace workers with modern technology across many sectors. TRS, a supplier of manufacturing staffing services has researched and reviewed the current engineering climate – with its future. There has always been a demand for skilled employees within manufacturing jobs, however, many are finding difficulty in securing a skilled staff force in an increasingly productivity driven workplace. Industry 4.0 is predicted to see manufacturers across the globe move toward new business models with data, cyber systems and cloud computing at its foundations. With technological advancement expanding across all engineering roles, there is a growing skepticism about the future of the engineering work force. However, research suggests that employment levels could thrive as staff could work in conjunction with new technologies instead of being replaced by them. The US Manufacturing industry is predicted to have as many as 2.4 million jobs to fill between now and 2028. According to Operations Solutions, the lack of qualified talent in Manufacturing could be set to incur the collective loss of $454 billion in GDP by 2028. From a Manufacturing Recruitment Agency viewpoint, there are a variety of issues that are assisting this economic loss – which are generally surrounding the perceptions of the future of Manufacturing. The enhancement of technological advancements, according to Forbes, create misconceptions about the need for human staff in the near future. Workers have already been replaced by particular systems on the manufacturing line, with an ability to mimic repetitive processes at a faster and more accurate rate. This to many is a sign that traditional methods of production are being replaced by machinery. Although this appears a stressful concept, Forbes explain that this process has happened previously in history. “In the mid-19th century, the machines of the Industrial Revolution were replacing traditional farming methods and changing the face of agriculture. But rather than see human staff pushed out, this, in fact, led to the creation of new job roles and skills ― from machinery operators to vehicle drivers.” This future Industrial enhancement will in fact open up the possibility of new job role opportunities as previous industrial development has, whilst improving overall site safety. We can already see this new method of working within current production processes. WoodBusiness have explained that their open software solution “ActiveAssist” actually enhances employee experience, using Identification systems to load required plans that are then projected onto the work surface. Machinery guides the employee through the workflow whilst tracking movements through 3D cameras to ensure steps are automatically updated when required. The automotive sector is another example that employees at all levels – mechanical engineering positions to sales and senior executives have the ability to collaborate with technology and have a more rewarding experience. According to Manufacturing.net, “Alfred P. Sloan Jr.’s commitment to new concepts such as automotive styling and Henry Ford’s introduction of the assembly line – defines an industry in which change occurs more often than not.” The latest enhancement is said to be delivered by Industry 4.0, with the increasing demand for automation. This leads the way for more refined customer insight, as well as an increase in production therefore reducing the workload. Current automotive staffing increasingly offers more time to focus and use creative thinking. Machines being used to benefit staff can also be applied in the concept of the demand and supply issue of skilled employees. Deloitte and The Manufacturing Institute recently submitted their fourth skills gap study with reference to the future of manufacturing work. The study explains that “As recently as August 2018, there were 508,000 open jobs in US manufacturing... While the job gains are positive indications that the industry continues to recover from the Recession and reflect strong production levels, it also means that finding talent with the right skills to fill the open jobs could reach crisis proportions.” Results show that maintaining production levels to satisfy customer demand is one of the biggest challenges arising in the next three years according to business executives. This is directly correlated with the difficulty in finding skilled workers who can complete their job accurately. “Many manufacturers today are turning toward automation to supplement the low-skilled jobs they cannot fill and instead focus their existing workers on jobs that are either higher skilled or require uniquely human skills.” One of the top skills predicted to be in significant demand is the concept of critical thinking. As the manufacturing process becomes increasingly automated, human skills such as this will be valued across Manufacturing. The insecurity associated with Industry 4.0 will be short lived. As technology and automation evolves throughout Manufacturing we are seeing a change in how staff perform - not replacing staff, a development in their roles, and a demand for typically human skills on the rise. A human-machine pairing could offer an opportunity to close the skills gap and invent new roles available for workers that will deliver value. To see how we can help you click here to contact our agents. Click here to search our latest roles in Manufacturing. AUTHOR MELISSA GOULD 04 FEBRUARY 2019

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Technology has been around since we exist. To most it seems like it has always been there, in some form or another. It is hard to determine the actual time that technology was invented, because we have to first define; what is technology? In the Stone Age technology was in the form of tools and weapons to hunt with, or fire. In later periods technology was weapons and tools like swords and shields forged from metals. The wheel is seen as one of the most important chunk of technology ever created, since it helped its users to be more productive in transportations. The Egyptians were known for their technology as well as their engineering expertise, using ramps for the construction of pyramids. The Chinese were known for their technologies they created, such as a printing press, gunpowder, suspension bridges, cast iron, paper and many more inventions that are still in use at present. The employment of green technology goes back further than many people think. Green technology comes to be a completely new approach that the majority of people do not know much about. Green technology has been around for thousands of years. The primary sources of renewable energy in history were; human labor, water power, animal power, firewood and wind. The field of "green technology" encloses a rapidly developing set of methods, from techniques for harnessing energy to non-toxic cleaning results. The present predictions are that this idea will bring newness and modifications in daily life of similar magnitude to the "information technology" explosion over the last few decades. In early stages, it is nearly impossible to predict what "green technology" may one day enclose. Purpose of Green Technology The main purpose of green technology is to reduce the rate of global warming and cut down the green house effect. The main aim is the formation of new technologies which don’t damage the natural resources of our planet. This should result into less harm to species, people and the common health of our Earth. Activities Related to Green Technology Here are some of the activities which help for shielding our planet and our future. Recycling Recycling the objects made of paper, glass, metal and plastic permits using the same materials again. This could help us in preventing the further depletion of our natural resources. Use of Renewable Energy Sources Our scientists were actively working on the exhaustion of non renewable fuels. So, we just need to find an alternative urgently. Green technology aim the effective use of renewable resources – sunlight, water and wind through solar panels, dams, geothermal wells wind turbines. Sustainable Building Considering the rapid increase of the world population, the need for housing is also growing. That is why many steps were taken into account for the construction, “green” buildings. One of the main plans for this is locating the building accurately according to sunlight. Although all type of building causes some damage to environment, the appropriate planning of the home can significantly deduct the overall negative impacts. For more updates on tech as well as to read blogs related to technology visit: TECHMOON

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Inventory forecasting for grocery store chain

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User This project is developed using NextJs for the frontend development which intrigates with the backend asp.net core.

Proxy service for GCP AutoML bike inventory prediction

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Logika Fuzzy untuk prediksi produksi barang. Sebatas latihan materi metode Tsukamoto

Problems of real world, data of those problems and Science over it to get the solutions.

This project introduces an Inventory Prediction System, meticulously crafted using ASP.NET Core API. Offering predictive analytics

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This project aims to investigate the primary factors contributing to stockouts in the organization and suggest strategies to mitigate or minimize their frequency, using various classification algorithms along with ensemble approach.

This project analyzes sales data, stock levels, and temperatures to predict future sales and optimize inventory. It includes data preprocessing, EDA, model selection (Linear Regression, Random Forest), hyperparameter tuning, and evaluation. Insights into factors impacting sales decisions are provided.

This project centers on the development of a predictive model aimed at optimizing order fulfillment processes by proactively identifying inventory items at risk of depletion.