![]() ![]() # Forward pass: compute predicted y y_pred = a + b * x + c * x ** 2 + d * x ** 3 # Compute and print loss loss = (y_pred - y). Learning_rate = 1e-6 for t in range( 2000): randn((), device =device, dtype =dtype)ĭ = torch. randn((), device =device, dtype =dtype)Ĭ = torch. randn((), device =device, dtype =dtype)ī = torch. # Create random input and output data x = torch. The optional -y flag will accept any prompt for installing additional dependencies: I’m using Anaconda, so the environment creation boils down to issuing a conda create command followed by the environment name and Python version. Let’s start with the virtual environment. This section will show you how to create and activate a new Python virtual environment, how to install PyTorch, and how to install a couple of other necessary data science libraries. But should you run it as is? Probably not, since it’s the best idea to configure a virtual environment first. You can see that PyTorch gives you an installation command. Image 1 - PyTorch installation command (Image by author) I want to install the most recent stable release through Anaconda, so my options look like this: Head over to the official get started page and click on the options that match your environment.įor reference, I’m installing PyTorch on an M1 Pro MacBook. It will differ based on your operating system (Mac, Windows, Linux), Python configuration (Pip, Anaconda), and whether you’re using CUDA or not. ![]() Okay, so the first step is to find the correct installation command. Install Additional Libraries (Optional).
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![]() The prime motivation for this practice is the reluctance of companies to share their fine-grained gross margins. Panelists and compilers of industry data frequently use net sales as the numerator in the inventory turnover equation. When considering the stock levels associated with parts, components or raw materials, the notion of inventory selling price is somewhat fuzzy as only the prices of the finished goods are ever observed directly. In a more abstract way, it can be said that the inventory turnover tries to capture the ratio flow over state.Īs a rule of thumb, the purchasing flavor of inventory turnover tends to be more prevalent among most verticals. Most of these variants are acceptable as long as the ratio is homogeneous, with aligned units for both values. The numerator always represents the flow of inventory, while the denominator always represents the state of inventory. Indeed, as soon as the goods are ordered, the company carries the risk associated with those quantities, and thus those quantities negatively impact the company’s supply chain agility. This includes the stock on hand but also the stock on order. the Average Inventory at Selling Price follows the same valuation metric as the one used for the net sales, but is applied to all the stock currently held by the company, as above.īoth perspectives require the whole inventory to be taken into account in the calculation.the Net Sales represent the revenue generated by the units sold for a given time period, not including taxes (like VAT) and temporary rebates or discounts. ![]() The selling perspective is reflected by: Inventory Turnover = Net Sales / Average Inventory at Selling Price This cost does not include inventory carrying costs. the Average Inventory at Cost follows the same costing definition as the one used for the COGS but is applied to all the stock currently held by the company, either available on hand, or on order.This cost does not include selling costs (like advertising), or general administrative costs (like human resources). the Cost of Goods Sold (COGS) includes the purchasing costs of the raw materials, plus the manufacturing costs if there has been a transformation prior to selling the end product for a given time period.The purchasing perspective is reflected by: Inventory Turnover = Cost of Goods Sold / Average Inventory at Cost The inventory turnover ratio is classically defined either from the purchasing perspective or from the selling perspective. ![]() Other factors like batch sizes, MOQ (Minimal Order Quantity), or EOQ (economic order quantity) also affect these ratios. Indeed, distant suppliers (possibly oversea suppliers) entail high stock levels, as the stock needed to cover the whole lead demand is higher, which mechanically lowers the inventory turnover ratios. In practice, lead times are usually the driving force behind the observed inventory turnover ratios. While high ratios are frequently considered as the manifestation of good inventory management, they may also hint at insufficient safety stocks or insufficient protection against supply chain risks. Furthermore, low ratios increase the pressure on working capital requirements.Ĭonversely, high inventory turnover ratios are generally associated with goods being sold rapidly, and a healthy state of inventory, with few depreciation and obsolescence problems. Indeed, SKUs associated with low inventory turnover ratios are frequently associated with excessive inventory, or even dead inventory and inventory write-off. Thus, while inventory rotations do not equate profitability levels, they are correlated to a large extent.Īlso, when analyzing the inventory turnover ratios down to the SKU level, outliers are typically of prime interest from a Supply Chain Management (SCM) perspective. Yet, the two companies have roughly the same working capital requirements as far as their inventories are concerned.
![]() Prior to posting, please review the compound on a science-based website like rather than asking for vague 'educate me on.' posts. If you make a claim about a supplement and get called out on it be prepared to either cite your source or logically defend your stance.īroscience is accepted as it can lead to new theories and discoveries, but it must be clearly stated it is broscience or 'feel'. Although subjective, any posts in which there is suspicion of being affiliated with a supplement company may result in banning after various considerations (contribution to community, relevance to discussion, unforeseen context, etc.) are looked at. ![]() It is acceptable to talk about which companies and suppliers you like but unacceptable to spam for them. (Basically, talk with us about something don't be a pretentious anti-supplement douche)Īnything talking about supplement companies is a grey area which must be ventured cautiously. Repeated offenses or notably excessive offenses are subject to banning. However, discussions or rants declaring a supplement or supplement regimen useless based on emotion and naturalistic fallacy rather than science or logical caution are subject to moderation. Discussion on the relative pros and cons for supplementation are accepted and encouraged. This is a subreddit designed for supplements, so obviously most users will be biased for supplements. This is to help reduce spamming in the subreddit if you wish to discuss your brand name supplement, simply list the ingredients and dosages, not the brand name. Posts made with brand name products as the topic of discussion (rather than the molecule(s) in question) may be removed.General Rules and Guidelines or /r/supplements: Slightly more IMPORTANT: In regards to illegal/dangerous drugs and how to approach their mention in this subreddit IMPORTANT: For those with blogs/channels dealing with supplements or members of companies which sell nutritional supplements. A subreddit designed for discussion of supplements and nutraceuticals for health, performance, or any intended (or not intended) purpose. ![]() Whether you’re an old-fashioned purist, a fan of the best 90s country songs (we see you, Tim McGraw stans), or more of a modern country guy/gal, some of these tunes are the best classic country songs of all time, and you definitely won't regret adding them to your favorite playlist. The 15 Best Country Songs of 2021: Staff Picks. Whatever you're feeling or thinking, old-school greats like Loretta Lynn, Johnny Cash, Dolly Parton, and Merle Haggard have sang about it before. Bonus points if you can physically drop it like it’s hot on stage. Well, allow us to introduce you to your new favorite playlistthe best summer country songs dedicated to the laid-back, kick-your-boots-off, pop-a-top, relaxed time of the year. Whether you're driving down an old dirt road, headed to a Southern wedding, going on a summer road trip, singing karaoke, or celebrating Christmas, there's a classic country song for every occasion. You likely have your favorite country playlists in constant rotationfrom a country music beach playlist to best country love songs to set a romantic mood. As soon as this song’s iconic, Bo Diddley-inspired riff kicks in, you’ll have the karaoke crowd in the palm of your hands. The gold medal for the most likely song to initiate a spontaneous crowd sing-a-long, without a doubt, goes to Don’t Stop Believin’. Even the most conservative drinkers are moved by the title, and singing along is something that comes naturally to them. But these 70 iconic country jams, from old Hank Williams and Patsy Cline tracks to more modern melodies with staying power (Carrie Underwood's "Before He Cheats" will never get old), top our list of the best country songs of all time. Because, regardless of where you are from, everyone relates to that small town girl or city boy. One of the songs from the 2012 film Rock of Ages is also one of the best sing-along bar songs for customers around. From sad songs about mourning and loss, to funny country songs sure to make you laugh from classic country beach tunes to romantic ballads, there's something for everyone when it comes to country music. Born from blues and folk, the country music genre has generated countless hits over the past several decades. Process complexity, mis-declared DGs and attracting qualified staff remain challenging. ![]() While 56% believe their current infrastructure meets existing needs, only 28% responded that it meets both current and future needs.92% increased or kept their DG investment the same year-over-year.85% believe that their infrastructure is on par or ahead of the industry.To meet the future growth in DG shipments, we need well-trained professionals following globally agreed standards and supported by the right technology and infrastructure.”ĭG professionals are confident about the industry’s level of infrastructure and investment. These include process complexity, the mis-declaration of DG and the recruitment of skilled personnel. “While organizations showed improvement in their DG operations over the last year, the survey underscored the need to reduce process complexity and enhance digitalization to address future supply chain and regulatory challenges.”Īccording to Nick Careen, IATA's senior vice president of operations, safety, and security, “Confidence among DG professionals is high, yet challenges remain. “Ongoing supply chain disruptions along with the continued growth of e-commerce and markets that rely on DG – from consumer products to electric vehicles – has made shipping goods safely and compliantly increasingly difficult,” said Robert Finn, vice president, Labelmaster. The survey results highlighted the need to reduce process complexity, establish effective staff recruitment and retention programs, and enhance digitalization to facilitate the safe and compliant transport of dangerous goods (DG) / hazardous materials (hazmat). ![]() Septem(Chicago & Geneva) – Labelmaster, the International Air Transport Association (IATA) and Hazardous Cargo Bulletin today announced the results of their eighth annual 2023 Global Dangerous Goods Confidence Outlook. ![]() You open it up and run the installation for success like this.
Save over 65 on the Creative Cloud All Apps plan if you’re a student. VOID WHERE PROHIBITED OR RESTRICTED BY LAW. Create what’s true to you, whatever you’re into. Additional terms and conditions may apply. To qualify for an Adobe Creative Cloud student discount, you must be at least 13 years old and enrolled in a university, college, primary school, secondary. For more information, see the terms and conditions. Subject to availability where the recipient resides. The Adobe Creative Cloud student discount price of lasts for the first year of your membership and increases to for subsequent years. Offer may not be assigned, exchanged, sold, transferred, combined, or redeemed for cash or other goods and services not expressly stated here as included. Offer and prices subject to change without notice due to unforeseen circumstances. or local export restrictions are not eligible. Residents or persons in embargoed countries or countries subject to U.S. The student will need proof of ID, either a card or a tuition fee receipt. You must be a student over the age of 13, enrolled part-time or full-time in an accredited institution or homeschool to be eligible. ![]() ![]() General Terms: Valid only for eligible persons who are 13+. The Adobe Students and Teachers discount is available to both students and teachers and offers a 60-70 discount off the original price. Offer not available to OEM, commercial or volume licensing customers. At the end of your offer term, your subscription will be automatically billed at the then standard subscription rate, currently at US$359.99/year (US$29.99/mo) (plus applicable taxes/VAT/GST) unless you elect to change or cancel your subscription. *Eligible students 13 and older and teachers can purchase an Adobe Creative Cloud Complete subscription for the reduced price of $239.88/year ($19.99/month) (plus applicable taxes/VAT/GST) for the first year from the Adobe Store or by calling a regional Adobe Call Center. ![]() The video offers a detailed review of the functions and effects of the Cerave Moisturizing Cream. This product also checks all the criteria of sustainability experts and is certified as safe for humans and the environment. It is dermatologically tested and approved by The National Eczema Association, making it the best eczema-friendly face moisturizer to get your hands on. It is an oil-free, non-irritating face moisturizer. The moisturizer is lightweight, safe, and gentle for pregnancy skincare. The Multi Vesicular Emulsion (MVE) technology ensures the moisturizing ingredients penetrate the skin slowly and offer long-lasting hydration and nourishment. The moisture-retaining ingredients in this best pregnancy-safe face moisturizer seal hydration for 24 hours and restore the protective barrier of the skin. It offers optimum hydration to dry, dehydrated skin. ![]() The CeraVe Moisturizing Cream is an oil-free, pregnancy-safe moisturizer that is suitable for both the face and body. ![]() Infographic: Pregnancy-Safe Moisturizersġ1 Best Pregnancy-Safe Moisturizers Top Picksīest All-in-One: beeFriendly Skincare Simply Radiant Face & Eye Creamīest For Oily Skin: Acure Incredibly Clear Mattifying Moisturizerīest Antioxidant-Rich: La Roche-Posay Oil-free Mattifying Moisturizerīest Intense Hydration: Cetaphil Rich Hydrating Creamīest Night Cream: elta MD PMTherapy Facial Moisturizerīest Facial Mineral Sunscreen Moisturizer: Olay Complete Daily Moisturizer With Sunscreenīest For Poreless Skin: Tatcha The Water Creamīest Gel Moisturizer: Paula’s Choice Invisible Finish Moisture Gel.Choosing A Pregnancy-Safe Moisturizer – A Buying Guide.How To Have Healthy Skin While You Are Pregnant. ![]() Quickly add the gelatin mixture into the cream mixture, and immediately mix it into the cream. Whisk the cream and sugar mixture with an electric hand mixer on high speed initially. While stirring the gelatin mixture, add about 1 – 2 tbsp chilled cream to temper the hot gelatin mixture. Microwave the mixture just enough to melt the gelatin, but do not let it boil. Mix the cream and sugar together in the bowl, and keep in the fridge until needed.īloom the gelatin in the water for about 10 minutes. This will ensure that the cream whips up smoothly. Make sure the cream and the mixing bowl are chilled well. To make stabilized chantilly cream, you will need, To make classic vanilla diplomat cream, sweetened whipped cream is mixed with vanilla pastry cream. This thicker custard will have the right consistency once the whipped cream is folded in. When the pastry cream has chilled and set overnight, you will find that it has the consistency of a set pudding. If the pastry cream is too thin, the final diplomat cream will also be too runny. That’s because you need this pastry cream base to be thicker. ![]() The pastry cream that I make for diplomat cream also has more cornstarch than my regular pastry cream. Pastry cream that has chilled in the fridge overnightįor classic diplomat cream, it’s important to use a flavorful vanilla pastry cream. Cover the custard with plastic wrap, making sure the entire surface is in direct contact with the plastic wrap. Remove from the heat, and place the custard/pastry cream in a bowl.Let the custard boil for about 1 – 2 minutes on low heat while whisking continuously.Whisk until the pastry cream has thickened, and check whether it has come to a boil (bubbles breaking the surface).If the mixture curdles, you could end up with a grainy custard. Cook the egg and milk mixture over medium heat, while whisking very frequently as the pastry cream thickens.Temper the egg with the hot milk mixture.(You can also add the sugar here instead of with the milk in the previous step.) Whisk the eggs, yolks, and cornstarch together until smooth.Heat the milk with sugar, until almost boiling.My very detailed recipe can be found here. Folding the chantilly cream into the chilled vanilla pastry cream to make classic diplomat cream.Making the stabilized sweetened whipped cream (chantilly cream).Cooking the pastry cream (requires an overnight chill).There are 3 steps to making diplomat cream. That is pastry cream (custard), mixed with stabilized whipped cream. Here, I’ll be showing you how to make Classic Creme Diplomat or Diplomat Cream. It’s creme patissiere mixed with chantilly, but with extra gelatine (so that it sets like a pudding). It’s like panna cotta, but made with creme patissiere. It’s basically creme legere made with stabilized whipped cream.Ĭreme Bavarois is a dessert on its own. Used as a filling for many pastries, and the most popular type of custard.Ĭreme Legere is a pastry cream with sweetened whipped cream added.Ĭreme Diplomat or diplomat cream is creme patissiere mixed with chantilly (sweetened whipped cream), gelatine and any extra flavorings (optional). Pastry Cream or Creme Patissiere is a thicker custard. You can read more about this in my classic vanilla pastry cream post.Ĭreme Anglaise is a pouring custard that resembles a thick sauce, and can be poured over desserts.Ĭreme Chantilly is a sweetened whipped cream, usually flavored with vanilla. So, I figured it was time to share a step by step recipe on how to make classic diplomat cream. I’ve shared a lot of recipes on the blog that use diplomat cream, including my classic eclairs, salted caramel choux au craquelin, banana pudding, and salted caramel and chocolate crepe cake. My classic vanilla pastry cream is a favorite with my readers! While I adore pastry cream, I actually love to use diplomat cream in my recipes even more. ![]() ![]() A perfect seam allowance is a beautiful thing! For a more on these techniques, go to " Perfecting Log Cabin Quilt Blocks: Two simple techniques no one talks about. Learn more about grain line here.įinally, I do a sewing test with scraps from the fabrics I'll use in my quilt. That means you won't accidentally stretch your units out of shape as you stitch. Lengthwise grain has far less stretch than cross-grain patches. To further improve the accuracy of my blocks, I cut all my rectangular patches with the long edge on the lengthwise grain (parallel to the selvedge). After this class, you wont ever make your log cabin blocks any other way again Come join me Skill Level: Beginner. An easy way to improve the accuracy of your Log Cabin quilt blocks We simply throw it in the washing machine and turn the knob. We're not having to beat the crap out of our quilt on a rock at the stream. ![]() The downside is that you'll need to wash the quilt after it's finished to remove the starch completely. In my humble opinion, the cutting and sewing are both more accurate when using starched fabric. I prefer to prewash and starch my quilt fabric before cutting. Create a gorgeous quilt using the well loved log cabin block with a twist in the Curvy Log Cabin Quilt The blocks are built in a very similar fashion to. Why Should You Make a Log Cabin Quilt All beginner-level quilters love log cabin quilts. The first log cabin quilt pattern appeared in the USA during the Civil war in 1860. Most of these quilt block patterns are scrappy, so you can dig into your stash to make these projects. Since we're talking about a Log Cabin block, the word seems only fitting! Pattern assumes that the quilter has basic piecing and quilting knowledge. The traditional half log cabin quilt pattern was made from a lighter fabric, and the other half was made with dark fabric. Start each block with an 8-1/2' square fussy-cut from a panel print and add two 4-1/2'-wide strips to finish. And depending on the arrangement of the blocks and the fabric colors chosen, it can also make a great modern quilt. This pattern is a hybrid, meaning you will need yardage and a layer cake. One thing that makes the log cabin design so versatile is that the block can be turned and arranged to create a variety of shapes and patterns in the finished quilt, such as zigzags, diagonal lines, triangles, or diamonds. The Market Street quilt is a fun option for a beginner quilter. The pattern comes with two size options: 52圆2 (throw) and 63x83 (twin). We use several common abbreviations are throughout this tutorial: A bevy of black-and-white prints adds a touch of sass to an easy table topper. The modern feel of this quilt is what draws me to its design. 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