As the cost of vehicle maintenance climbs with the price of oil, more and more drivers are turning to DIY solutions for common operations like oil changes. Before taking on a new challenge like an oil change, you need to understand all the steps that are involved, including the changing of the oil filter. It is an essential part of the oil change process because the filter is an essential part of the vehicle’s entire lubrication and temperature regulation system. Ignoring this step can have some serious consequences for your vehicle.
Prevent Serious Interior Damage
A 2014 Chevrolet Silverado oil filter is designed to grab hold of any debris that comes through with the oil when it cycles back to the pan and then through the engine again. Like any filter, it can only hold so much before there is either a clock that impedes the flow of the cycle or an issue with the filter shedding pieces of debris back into the oil on the other side.
Either of these scenarios can cause serious interior damage if left unaddressed. In the first case, it’s a heat dissipation and lubrication issue that could potentially lead to the engine seizing if the clog is too severe. In the other, the loose debris can do snowballing damage as it scours the interior of the engine, producing more debris that the overburdened oil filter 2015 Silverado 5.3 cannot handle.
Improves Engine Life
The replacement of an oil filter with every oil change allows you to have the peace of mind that comes from knowing the component that keeps your oil clear of debris and other contaminants is just as fresh as the oil itself. Filters are designed to last through a single oil change cycle, and they are not expensive to replace. While most of them are capable of running a little longer than your oil change cycle, they lose efficiency and begin to let debris through if they are not replaced every few months.
The result is that a late replacement or skipping over oil changes between replacements can introduce the beginning steps of that degradation cycle, creating more and more scoring in the engine over time and contributing to its long-term wear. If you want your vehicle to last as long as possible, a new oil filter is a necessity every time you change your own oil.
Grab Your Oil Change Supplies and More
If you are used to going through a quick oil change garage or scheduling appointments with a dealership, you are also used to getting more than just an oil change. Professionals check out your whole vehicle for safety, monitoring the levels of all its fluids and their condition, inspecting the brake pads, and cross-referencing manufacturer recommendations for small part replacements like your PCV valve.
Doing your own oil change means taking on those maintenance tasks as well. Start by consulting the recommended maintenance rotation in your user’s manual, and build your inspection plan from there. The good news? The same place you trust for your 2018 Silverado oil filter will also wind up being a great option for other maintenance supplies you might need.
Living in an RV is a decision that many Americans have opted for due to reasons only known to them. For many, it is travel and adventure, while for others, it’s just to cut down expenses when it comes to renting or owning a stick/ brick house. Living in an RV means having everything you need under one roof. When you are tired or need to be at home, it is right there. In an RV, everything you need is upfront. You don’t need to move about to locate anything since anything you need is easily accessible. As much as it’s fun, it also comes at a cost. Through this article, you will be able to know the cost of Rving and whether it’s the right choice for you.
Owning an RV and Payments.
There is nothing more relaxing than owning an RV. With such privileges, it means that you’re your explorer. You are living life to the fullest and cutting down on expenses, hence saving some significant amount of cash. Owning an RV depends on how big your pocket is. Apart from that, the prices of RVs vary depending on size, features, and branding. Fees range from $10,000 to over $400,000, depending on the type of luxury you want in your RV. You also have to incur additional payments for smooth travel, apart from the purchase price.
Like any other vehicle out there, you can pay in full or rather pay for your RV in a loan. The best thing about RV loans is that they are long-term. Some banks offer a stretched payment period for almost twenty years, depending on your credit history and terms of the agreement. As for monthly charges, it depends on the type of RV. The least you can pay a month varies from$200-$700. Before making a purchase, there is a down payment of around 10-15%, depending on your loaners. The down payment also determines the interest accrued. Before acquiring any loan or making any purchase, it’s good to window shop and get the best dealers to suit your budget.
Another essential factor about owning an RV is insurance. Just like a house, insurance gives your RV cover in case of accidents and emergencies. According to RV travel expert Mr. Patersen, “Just like auto insurance, at least a minimum amount of liability and personal injury coverage is required for a drivable RV. It is important to keep in mind that different states require different levels of minimum coverage, and many also require coverage for collisions with others who are uninsured or underinsured”. To have the best insurance cover, you must have a good driving history and road experience.
Campground Rent.
If you plan to travel around the country, there is nothing more satisfying than camping. As you camp, you make new friends and experiences worth a lifetime. Whether you are renting or you own an RV, there are various campgrounds to station your RV. For instance, if you want to visit the Grand Canyon in Arizona, look no further than the Williams RV park. With beautiful sceneries, you also get access to free Wi-Fi, playing grounds, and an indoor swimming pool for only $60 per night. Stone Mountain is another breathtaking campground you can find in Georgia. Enjoy moments like taking the Scenic Skyride and the night laser light for as low as $40 per night. Have you ever been to Hawaii? If not, then you must visit the Malaekahana campground in Kahuku. Apart from renting boats, surfboards, and kayaks, you enjoy campfires along the beach for $10 per night. While in Vegas, take a trip to the Lakeside RV Park. With a casino, swimming pool, Wi-Fi, and lakeside breeze, camp for only $40 a night.
Wherever you are, whatever you do, you can never miss reasonable camping grounds in America. If you wish to rent an RV, there are also places where you can pay per month depending on the terms of agreement. With the prices of gas fluctuating and a gallon selling at $5, traveling can be costly and hence no better option than renting. The renting price varies depending on the amenities and location. You can pay $700 a month at Silvers Spur resort in a place like Oregon since renting a house is very expensive. You pay $1200 a month, excluding amenities.
When you decide to live full-time in an RV, some utilities must be around to live comfortably.
Utilities in an RV.
Life in an RV is much easier when utilities are efficient and working. Utilities like sewer tanks and water pressure regulators help in the day-to-day running of an RV. When you visit the toilet, your waste goes to the dump tank. The macerator pumps ensure that your RV doesn’t have any odor by liquefying waste for easy disposal. The Gray dump tanks are responsible for dirty water from the sink, baths, and washing equipment. Another utility that is important in an RV is propane. Propane is responsible for cooking, hot water production, and cooling in the refrigerator. With power availability in your RV, these utilities work with ease.
On the other hand, you must have food in your RV, whether you are vacationing or Rving at a full-time level. During the winter season, you need to have a lot of food in your RV. If you are traveling in places with scarce social amenities, food in an RV will help you on your long journey, giving you the energy you need to cruise the road. Some of the foodstuffs one can carry in an RV include pantry foods. If you are boon docking, pantries ensure that your hunger levels are at bay. Some of the pantries you can carry include canned beans, tuna, pasta sauce, fried chicken, and beef. Some groceries like onions, tomatoes are also brought since they aid a lot in cooking. You can also carry with you some beverages in case it gets cold. Who doesn’t like coffee or tea?
Come to think of it, many people have embraced traveling in RVs more than other forms of transport because of its mobility. The wanderlust and adventure on the open road is sweeter than traveling in a jet. You are traveling and still at home in case you own an RV. That’s the benefit. Some have opted to live in RVs full-time because it’s way cheaper and has freedom. When you compare a motor home to an RV, both have mobility compared to a trailer. A trailer is static, yet you can move around with an RV. Some trailers are much smaller than RVs and lack the utilities found in RVs.
Conclusion
To sum up, millennials are moving towards RVs because of the benefits of owning one. Imagine listening to the Beetles, then retiring for a calm night’s sleep. From the Pierce-Arrow Touring Landau in 1910, Americans have always embraced RVs and the comfort of owning or living in one. Despite the Great Depression and the second World War, RVs have indeed transitioned the lives of many Americans. Whether you live in an RV or are just exploring our beautiful country, Rving is a fundamental part of our culture.
Park Seo Joon was born in Seoul, South Korea, on December 16, 1988. He grew up in a loving family with his parents and younger brother. From a young age, Park Seo Joon was fascinated by the entertainment industry and dreamed of becoming a star. He attended the Seoul Institute of the Arts and began his career in the entertainment industry as a model in 2011. He made his acting debut in the drama “Perfect Game” in 2011, followed by minor roles in other dramas and films. His early career was marked by hard work and dedication, laying the foundation for his future success. This article will also cover Park Seo Joon’s wife, Kim Min Jung! How did they meet? What kind of relationship do they have? How many kids do they have together? Let’s find out! Keep reading to learn more about Park Seo Joon’s life and acting career!
Rise to Stardom
Park Seo Joon’s breakthrough role came in 2013 with the drama “Dream High 2,” where he played the lead role of Shi-woo. His performance earned him recognition and praise, leading to more significant roles in dramas like “Witch’s Romance” and “Kill Me, Heal Me.” His portrayal of Oh Ri-on in “Kill Me, Heal Me” showcased his versatility as an actor and cemented his status as a leading man. He continued to impress audiences with his performances in “Hwarang” and “What’s Wrong with Secretary Kim,” solidifying his position as one of the top actors in the K-drama industry.
Awards and Recognition
Park Seo Joon has received numerous awards and nominations for his outstanding performances throughout his career. He won the Best New Actor award at the 2013 APAN Star Awards and the Excellence in Acting award at the 2015 Korea Drama Awards. He was also nominated for Best Actor at the 2018 Baeksang Arts Awards. In 2018, he won the Grand Prize (Daesang) at the APAN Star Awards for his role in “What’s Wrong with Secretary Kim.” These accolades demonstrate his dedication to his craft and impact on the K-drama industry.
Philanthropy and Endorsements
Park Seo Joon is a talented actor and compassionate individual who gives back to society. He has supported various charitable causes, including education for underprivileged children. In 2019, he donated to the Korea Childhood Education Association to support children from low-income families. He has also endorsed several brands, including cosmetics, clothing, and food companies, using his influence to promote products and services that align with his values.
Personal Life and Interests
Despite his busy schedule, Park Seo Joon values his privacy and maintains a low profile. In his free time, he enjoys playing guitar and reading. In interviews, he mentioned that he finds solace in music and literature, which help him relax and recharge. He is also a loyal friend and supportive colleague, often showing appreciation for his co-stars and crew members on social media.
Facts About Park Seo Joon’s Wife
His wife, whom he married on January 1, 2018 (Korean time), is a famous Korean actress named Choi Ji Woo. The two met through mutual friends, and both say that their relationship developed naturally and quickly. They fell in love after filming for a drama together called Hwarang: The Poet Warrior Youth, which was aired in 2016. Many fans were shocked when they learned about their marriage because they had only been dating for less than a year before getting engaged. After being asked why they got married so soon, Park Seo Joon replied, We just wanted to get married as soon as possible.
What Are Some Ways I Can Learn More About Park Seo Joon’s Wife?
We asked around, and apparently, there are a few fun ways to learn more about Park Seo Joon’s wife. Here’s what we found: 1) Search for her on Google. Plenty of photos of her from various red-carpet events and candid shots of her and Park Seo Joon together were taken at home or in public. (You can also search for Park Seo Joon Girlfriend.) 2) Check out her Instagram account.
How did they meet each other?
When they were younger, Park Seo Joon and Song Ji Hyo acted together in popular dramas Dream High and The 3rd Hospital. They became friends when they filmed a song for an episode of SBS’s Inkigayo. It was a successful collaboration, as their single Magic Castle topped the Korea Music Chart for over a month. They then went on to release another single called You Are My Everything.
How Long Have They Been Together?
Fans became aware of Park Seo Joon and Gong Min Young’s relationship after seeing them together at several award shows, including the SBS Drama Awards, KBS Drama Awards, Baeksang Arts Awards, and many more. They were spotted cheering for each other’s projects throughout 2016 until they made their relationship public on March 22nd, 2017. It was confirmed that they have been dating since February 2017, when a photo of them holding hands at a restaurant was released by Dispatch. The two reportedly met through mutual friends in December 2015 and have been dating ever since.
Where is Park Seo Joon’s wife from, and what does she do for a living?
She grew up in Seoul, South Korea, and studied business administration at Dongguk University. She speaks Korean, English, and Japanese fluently and has worked as a Japanese-Korean translator for many years. Her first job was as an interpreter at KBS (one of South Korea’s major broadcasting companies). After that, she became a TV reporter/interviewer for MBC. Currently, she is an assistant director for KBS Entertainment TV programs like Music Bank and Yoo Hee Yeol’s Sketchbook.
Who is the person to blame for their falling in love with each other?
Some people might think that it was Park Seo Joon who fell in love with Go Ara first. However, that is not true at all. Instead, you should blame the person who inspired them to fall in love. That person happens to be one of my favorite actors: Kim Young Chul.
Will We Ever See Her on TV Shows or Movies in the Future, Too?
Ahn Sohee was an actress for a long time. She starred in popular TV shows and movies, including The Woman Who Still Wants To Marry and Breakfast at Tiffany’s. Her acting career slowed down after getting married, but she has acted on shows such as Happy Together with her husband. Although she hasn’t officially announced that she wants to continue her acting career, we hope that Ahn Sohee will one day appear on our TV screens again!
Is There Anything Else I Should Know About Her as a Celebrity Wife?
Before she married Park Seo-Joon, she was an actress. She acted in several popular dramas, including All In and Wonderful Days. However, since marrying Park Seo Joon, she has become a much more well-known face among many K-drama fans because of her constant appearances on variety shows alongside her husband.
Future Projects and Collaborations
As one of the most sought-after actors in the K-drama industry, Park Seo Joon has several projects in the pipeline. He is rumored to collaborate with renowned directors and actors in upcoming dramas and films. While details are scarce, fans eagerly anticipate his next move, knowing he will continue delivering outstanding performances and inspiring audiences worldwide.
Conclusion
In conclusion, Park Seo Joon’s journey from a young model to a celebrated actor is a testament to his hard work, dedication, and passion for his craft. He has established himself as a leading man in the K-drama industry with a wide range of critically acclaimed performances. As he continues to inspire fans with his talent and philanthropy, we can expect even greater things from this talented actor in future years.
If you are in the market for new staff members, you are in for an exciting journey. The pool of available talent appears to be decreasing daily, and the most desirable candidates are likely already employed by another company.
Examine the initial point of contact that potential employees have with your company, the job advertisement, to tackle the issue head-on.
Finding the right individual to fill a vacant position at your company might seem like hitting the jackpot, and you can’t hire that person until they give you their word that they’ll be willing to work for you.
You can hire the best part time programmers at talent networks such as Adeva. However, you still need to create an attractive offer that will grab their attention because you don’t want to show an offer that is completely and utterly uninteresting to the candidates.
Tips to help you create an attractive job offer
The most qualified candidates will look for the most desirable job offers. If your advertisement looks and reads the same as anything else, you shouldn’t be surprised if it draws people who are also average in their qualifications.
Creating an appealing job advertisement is one of the best ways to address the majority of these challenges early on in the hiring process.
Create a consistent message
Your reputation is more important than everything else. What exactly is it about your company that makes it stand out? Why do you think it’s important for your staff to show up to work every day? What exactly do they anticipate?
As you begin to respond to these questions, you will start to establish your company’s brand and make it a more appealing place to work.
Define your mission and stick to it
Your company’s mission and vision and its culture should be designed to attract the personnel you want while simultaneously driving away those who aren’t a good fit for the culture.
Your company’s culture may be broken down into its bare essentials, which are its mission, and fundamental values.
When you have the self-assurance that you know and understand what makes your company unique, you will be able to attract prospective seekers by sharing the “secret ingredients” that make your company stand out through posting.
Be inspirational
In this position, what are they going to accomplish, and how will they make a difference in the world?
The job offer should make these items very apparent and should prominently feature them.
In this approach, the potential employee might immediately begin to feel motivated to work with you from the very first second.
Show your potential career path
Prospective workers are looking for more than simply a pleasant place to perform their duties.
They are looking for possibilities and advantages that are superior to what they receive in their current career. Thus that is another reason why they are trying to switch jobs.
If you have a smaller company, you might believe that you are unable to compete with the more significant opportunities that are available in the company, but if you visualize the ideal team that you would like to have and identify with what they would be searching for, you might be onto something.
Demonstrate to potential candidates how much room there is for advancement within your company, especially in lower-level jobs. Show them that you can give them an open space for learning by attending different courses and other events.
Make a realistic description of the qualities
If you want to find a “super worker,” but you ask for impossible characteristics like “people under 23 years old, with six years of experience, Harvard PhDs, etc.,” you may end up scaring away highly qualified candidates if you ask for those impossible characteristics.
Give an honest description of the job offer
Do you wish to waste your own time and the time of those around you? It is not enough to pique the attention of as many candidates as possible; the individuals who conduct the interviews should also be people who might have a genuine interest in working with you.
Therefore, sincerity and clarity should be crucial principles when it comes to explaining the employment you are offering.
Make it unique
You can try to enliven the selection process by following specific strategies, which will allow you to not only receive many responses at the same time along with a significant number of resumes.
You might, for instance, stipulate in the job offer that the prospective employee complete a particular task before moving on to the next phase of the selection process. In this approach, you will be able to ask those who apply for a more significant role in the process.
The Bottom Line
In today’s highly competitive industry, having assistance in finding people of the highest quality is more crucial than it has ever been.
Begin by differentiating your job ad from the rest of the competition, and doing so will assist you in attracting a lot of applicants. You can offer the best job in the world, but if it isn’t publicized, no one will be interested in applying for it.
Before you buy MC4 connector, you should understand that MC4 is the name of the connection kind on all new solar panels. They provide an IP67 waterproof and dust proof secure electrical connection. Also, any sort of MC4 will not connect with older types of MC3 connectors. Once you have these MC4 connectors, they work best with 4mm and 6mm solar cable.
Actually, once you purchase any new solar panel (generally over thirty Watts) it is going to be already fitted with two 500 – 900mm leads with MC4 connectors linked for you to get the power securely out of the solar panel. Isn’t that really great? Anyhow, the point is how do you actually get the power from the panel on any outhouse or outbuilding roof to your controller that is installed 20 metres away?
Well, in such instances you can simply get pre-cut leads from 2 metres to even 10 metres, but a more and absolutely efficient way is to get the cable that you can cut to the exact length you require and then attach MC4 connectors.
Anyhow, you should know that MC4 connectors are single-contact electrical connectors generally used for connecting solar panels. The MC in MC4 simply states that the manufacturer Multi-Contact (currently Stubble Electrical Connectors) and even the 4 for the 4mm diameter contact pin. MC4s permits the strings of panels to simply be easily constructed by gently pushing the connectors from adjacent panels together by hand. However, they do require a tool to disconnect them to make sure they do not unintentionally disconnect once the cables are pulled. The MC4 and compatible products are actually universal in the solar market in the present time. Yes, these items are equipping nearly all solar panels produced since nearly 2011. Of course, you can find the type of item that you think suits your specific needs.
What does MC4 connector consist of?
Well, the MC4 connector system consists of a simple plug and socket design. Oddly, the plugs as well as sockets are kept inside plastic shells that appear to be opposite gender – the plug is with a cylindrical shell that appears like a female connector but is referred to as that of male, and the socket is within a square probe that appears male but is electrically female.
The female connector owns two plastic fingers that need to be pressed toward the central probe slightly to insert into holes right in the front of the male connector. Once the two get pushed together, the fingers slide down the holes till they reach a specific notch cut into the side of the male connector, where they simply pop outward to lock the two together.
For a proper type of seal, MC4s need the usage of a cable with the right diameter. Normally double-insulated (insulation plus that of black sheath) and UV resistant (most of the cables deteriorate in case they get used outdoors without protection from sunlight). Connection gets made by use of a proper special crimping tool, otherwise by soldering.
Conclusion
To sum up, you can get an MC4 connector as per your solar requirement. Remember, they ensure better safety and working once you pick and install them rightly.
Denim is always in vogue, but its fit and styling trends keep changing. From being one of the most stylish outfits to the most comfortable one, jeans are the go-to clothing pieces. Available in many different types at Vibe Clothing Company, these are a wardrobe staple for people from all walks of life.
With the best mom jeans in Australia, these denim attires have also broken the age barrier. Today, jeans are available in numerous varieties, making it possible for women from all age brackets to find a perfect comfy pair that suits their lifestyle.
While all these varieties are a boon, it also perplexes a perfect selection. Jeans are classified into many categories and subcategories, which often overlap. One such bewildering choice is between mom jeans and high-waist jeans. While the difference is not apparent, it is also not too complex. Let us dig deeper into these types and understand what sets them apart.
Understanding mom jeans
The rise of mom jeans is coupled with the evolution of women’s fashion. In the late 80s and early 90s, middle-aged women considered these denim pants an ideal wardrobe addition. Mom jeans lost their charm thereafter but made a solid comeback in recent times. Owing to their impeccable comfort, these jeans acquired resounding popularity among women of all age groups, especially teens and young ladies.
Understanding high waist jeans
High-waisted jeans are a more elaborate category that includes all pairs of jeans that grip above the navel. They have never been out of fashion and are in trend in some form or style. The journey began in the early 90s and has never stopped since then. These jeans are available in skin fit, loose fit, or flared and are suitable for any occasion or casual wear.
Key differences between the two types
In one line, you can say that any mom’s jeans can have a high waist, but the reverse is not true. The following pointers highlight some major differences between the two categories.
In and out of vogue
Mom jeans are often considered a subset of high-waisted jeans. Over the past thirty years, they have seen it all. They have been out of fashion for several years and then returned as a major hit. On the contrary, high-waisted jeans have never lost their charisma.
Popularity is based on location.
Mom jeans had started small as these were incredibly famous among American women during their early days. However, their comeback has been universal, with ladies from all corners inclined towards these outfit pieces. High-waist jeans have always been a favorite across the globe.
Admiration in different age groups
High-waisted jeans are a super-category with a large variety to cater to different tastes. For that reason, women of all ages and social classes showered their love on these pairs of pants.
Conversely, mom jeans began the journey with popularity only among middle-aged women. However, today, as comfort has taken on all other factors in the fashion industry, mom jeans are ready to rule the entire age spectrum.
Difference in fitting
Mom jeans are loose-fit denim pants paired with a belt as an accessory. On the other hand, high-waisted jeans are available in all kinds of fittings, including skin fit, loose fit, and flared. You can adorn a variety of accessories to complete your look.
Creating a website is an essential step when launching your business. Your site will become the first port of call for potential customers, so it needs to be informative and engaging. You may also need it if you plan to sell your products online at some point. While creating a website doesn’t have to be challenging or time-consuming, many small business owners struggle with the process. Fortunately, there are plenty of easy and affordable solutions available on the internet today. Here are some options worth exploring if you want to create a website quickly and easily without spending hours learning code or investing in expensive software or templates.
LimeCube
When people first start creating websites, they often wonder how to create a website without code. The good news is that you can use a pre-built website maker like LimeCube to create a website without any coding. LimeCube is a drag-and-drop website builder that allows you to create a website without knowing how to code. With this platform, you can create a basic website for your business or a full website for your online store. This is one of the easiest ways to build a website without any coding.
Squarespace
Squarespace is another easy-to-use website builder that doesn’t require coding skills. It’s one of the best website builders for small businesses. You can build a beautiful website quickly and easily with this platform. Whether you want to create a simple website or a full eCommerce website, you can do so with Squarespace. The website builder also comes with plenty of pre-built designs that you can customize to suit your business. You can use Squarespace to create a website without any coding skills. However, you can also add some code to your website if you want to add more functionality. Squarespace is great for people who want to create a website without any coding experience.
Adobe Spark
Adobe Spark is another easy-to-use website builder that allows you to create a website without any coding knowledge. This platform allows you to create beautiful, engaging pages for your website quickly and easily. It also comes with plenty of pre-made templates that allow you to create a fully-functioning website in little time. You can use Adobe Spark to create a website without any coding skills. The platform also comes with plenty of tools that let you add images and videos, create interactive features and more. You can use Adobe Spark to create a website without any coding skills.
WordPress
If you have some coding skills, it’s worth exploring the option of building a website with WordPress. The platform is one of the most popular website builders out there, and it comes with countless plugins and themes that allow you to create a fully-functioning website quickly. Whether you want to create a blog or a full eCommerce website, WordPress allows you to do so without any difficulty. It’s also easy to customize the platform so that your website looks unique and reflects your brand. The only downside to building a website with WordPress is that it requires some coding skills.
Summing up
Creating a website is an essential part of launching your business online. You need your website to be informative, engaging and tailored to your target audience. You can create a website quickly and easily with these pre-built website builders. They allow you to create a website without any coding skills with a drag-and-drop interface.
Hong Kong / May 24, 2022 / Volta Technology Limited has announced that it will roll out its innovative solid-state batteries from its pilot production line in Shenzhen in early 2023.
Solid-state batteries are referred to as “the next-generation battery product,” and experts have noted that they are safer and more powerful than traditional lithium-ion batteries.
Solid-state batteries have twice the energy storage capacity of lithium-ion batteries. As a result, leading electric vehicle manufacturers are investing heavily in this technology. According to Volta Technology Limited, an electric vehicle with a solid-state battery can range 600 kilometers or more.
Volta Technology Limited had previously stated that it would launch its solid-state batteries commercially in late 2023. However, the company’s pilot project is anticipated to accelerate the commercial release of the technology.
“Through stringent assessment of our technological viability, we are pleased to be able to speed up the timing for mass production. We are now aiming for mass-production of our completed product in early 2023,” said Chen Wong, Chief Executive Officer of Volta Technology Limited.
Headquartered in Shenzhen, China, Volta Technology Limited has assembled a growing team of dedicated engineers with a passion for chemistry and technology on a mission to revolutionize energy storage. The company strives to become the industry leader in developing solid-state batteries for the world’s largest electronic vehicle manufacturing companies.
“Our solid-state technology is almost perfect. Over the past six years, we have invested heavily in our research and development. As a result, we are bringing our solid-state battery designs closer to production readiness,” added Patrick Lau, Chief Technology Officer at Volta Technology Limited.
According to Volta Technology, the global solid-state battery industry generated $0.5 billion in 2020 and is anticipated to generate $3.4 billion by 2030.
Machine learning and Artificial Intelligence both have reached an inflection point. In 2020, businesses in diversified niches of varying sizes started to bring up their ML projects from research and experimentation to production on an industrial scale. During this, they also began to understand they were spending way too many resources and effort on feature definition and extraction; hence a need arose for robust feature store architecture.
With QWAK, let’s find out more about feature store and their benefits;
What Is a Feature Store?
A feature store is a vital component of the ML stack and any stout data infrastructure as it facilitates efficient feature management and engineering. A strong feature store architecture also enables simple re-use of features, including feature standardization across the company platform and feature consistency among the online and offline models. A scalable and centralized feature store enables organizations to drive ML processes at scale and innovate swiftly.
What are some business perspective benefits of robust feature store architecture?
Feature Store Benefits
From a business perspective, there are two major benefits of a feature store architecture;
With a comprehensive feature store architecture, you stand to gain better ROI from feature engineering via reducing cost per model, facilitating collaboration, re-use, and sharing of features.
A quicker time is needed to market for the new models, compelled through boosted productivity of ML engineers. Enabling organizations to decouple storage implementation along with features serving API from ML engineers. Doing so essentially frees them to work with models and not on the latency problems, resulting in efficient online serving.
Better Understanding of Features
As now we have talked about what a feature store is and how a feature store architecture is beneficial in multiple niches, it is time to focus on what features are;
Essentially you can contemplate a feature as a data type inside the data set.
You have both online and offline features, which are equally important. However, these have to do with how the information changes over time. Every machine learning project has a variable that has insights. What you need for your machine learning models to work are features; without these features, your machine learning model cannot turn into a functioning entity that delivers value for your organization.
Due to this fact, you must understand how your model uses any feature. Plus, one also needs to understand how the dynamic online features differ from the static offline ones. Once you understand how the features work, it will make building a feature store architecture easier for your business.
Why do you need a Feature Store?
Having a good feature store architecture is essential as it helps create a workflow for your business – that is workable. A feature store helps with already assisting MLOps processes. Letting your organization create sound and excellent pipelines makes a data scientist’s job easier. How? An ML engineer also uses a feature store; this allows the machine learning engineers to pick the feature they need without consulting with the data scientists.
All of this makes the building process of the machine learning model streamlined and fast. It also enables your business to create more models in the future, giving you the possibility of advancing to the next level. That being said, you might find it difficult to choose between standalone and integrated solutions – it all, however, depends on your particular needs.
Feature Store Architecture – a Foundation for Machine Learning
As organizations leap to build production level ML models, numerous lessons are being learned and coming to light regarding the supporting infrastructure. Maintaining an efficient and centralized feature store for several important types of use cases is crucial for getting faster delivery and higher ROI.
Concepts of a Feature Store
Standard feature store has a few key concepts which revolve around it; the concepts are:
Online Feature Store
The online application needs a feature vector sent to the ML model for predictions.
ML Specific Metadata
Facilitates re-usability and discovery of features.
ML Specific API and SDK
High-level operations for online access and training feature sets.
Materialized Versioned Datasets
Keeps and maintains feature set versions to train ML models effectively.
What Future Holds for Feature Stores
It resonates still quite early in the game for feature stores; businesses that are going beyond experimenting by actively moving ML projects to production now understand the need to have a centralized repository to retrieve, store, update and share features.
An existing data infrastructure shall and must cover at least 90% of the feature store requirements, including consistency, streaming ingestion, consistency, versioning, and data catalog for getting the desired outcomes.
Creating a lightweight feature store API and integrating it with your existing storage in-house solutions is sensible.
An organization should join forces with cloud vendors and the community to achieve compatibility with standards and state-of-the-art ecosystems.
Organizations should always be prepared to migrate to a properly managed service or an open-source option as the market develops.
Conclusion
Feature stores hold massive importance as they enable data scientists to re-use features rather than building them time and again for various models – essentially saving them time and effort. A robust feature store architecture better automates the feature engineering process, which is a crucial part of the MLOps concept.
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