Crossing two strains that typically smoke well batch after... batch stacks the odds in your favor and the offspring are more than likely going to carry that same smokeability trait.show more

I don’t think there’s a greater indicator of fraud... than forbes 30u30, $18.5B collectively defrauded so far. I made a website that lets you bet on who’s more likely to go to prison in the new batch. introducing:show more

Due to overwhelming high demand, a number of orders... from our first batch have unfortunately been moved to the second batch, which is now 90% ordered! Our manufacturers are hard at work to keep up with strong demand and we estimate that the second batch will now be sent the latter part of June. As part of this second batch we will update you by email with Fedex tracking numbers so you can see in real time where the mining rig is in the system. We apologize to those affected by this production demand, but rest assured us and the manufacturers are working hard to clear the backlog. Thank you for your patience and support!show more

South African police help the last batch of foreign... nationals at the Old Durban Drive-In site to secure their bags before boarding buses to Musina, Limpopo. They are being told by officers that they are only allowed to carry 1 bag per person #sabcnewsshow more

"Tired of slow sites? Batch compress images for free... in the browser, client-side" ⚡️ Happy to share a new image optimization tool that batch compresses images directly in your browser (100% client-side) to make them smaller. It uses jSquash, WASM codecs derived from the excellent Squoosh app. Convert AVIF, WebP, JPEG and more. Great for small projects.show more

Probably the most successful under 19 batch that changed... the cricket.show more

.Charlie Batch going deep for the TD!!

Batch Normalization by hand ✍️ ~ 7 steps walkthrough... below Batch normalization is common practice for improving training and achieving faster convergence. It sounds simple. But it is often misunderstood. 🤔 Does batch normalization involve trainable parameters, tunable hyper-parameters, or both? 🤔 Is batch normalization applied to inputs, features, weights, biases, or outputs? 🤔 How is batch normalization different from layer normalization? So I drew and calculated one entirely by hand. Goal: normalize a mini-batch of 4 examples to mean 0 and variance 1, then let the network scale it back. = 1. Given = A mini-batch of 4 training examples, each with 3 features. = 2. Linear layer = Let us multiply by the weights and add the biases. Batch norm sits after this, which answers the second question: what gets normalized is features, not inputs, weights or biases. = 3. ReLU = We apply the activation, and -2 becomes 0. Negative values are suppressed before any statistic is taken. = 4. Batch statistics = Let us compute the sum, mean, variance and standard deviation, one row at a time. A row is a feature and the four columns are the four examples, so every number here measures one feature against the rest of the batch. That is the "batch" in batch normalization, and it is exactly what layer normalization does not do. The statistics are rounded to whole numbers, which is what keeps the rest of the page doable in pen. = 5. Shift to mean 0 = We subtract the mean, in green. The four values in each feature now average to zero. = 6. Scale to variance 1 = Let us divide by the standard deviation, in orange. Each feature now has variance one, whatever scale it arrived at. = 7. Scale and shift = We multiply by a linear transformation and pass the result on. The diagonal and the last column are trainable, so having just forced every feature to mean 0 and variance 1, we hand the network the means to undo it. The outputs: Mean of each feature = [2, 1, 2] Std dev of each feature = [1, 1, 2] To the next layer = [2, -2, 2, 0], [-3, 3, 6, -3], [2, 0, 1, 2] The answers: 🤔 Both. The scale and shift are trainable, the statistics are not. Epsilon and the momentum on the running statistics are the hyper-parameters, and one mini-batch by hand needs neither. 🤔 Features, after the linear layer, not inputs, weights or biases. 🤔 Batch norm measures across the batch, one feature at a time. Layer norm measures across the features, one example at a time. 💾 Save this post!show more

Probably the most successful under 19 batch , that... changed the cricket 🔥show more

1/ The OpenRouter Batch API is live. For work... that doesn't need an answer right now, the Batch API cuts per-token pricing in half on most models and returns everything within 24 hours. Get started:show more

SEND PROOFS. After 9 months of development we are... happy to announce that Aligned's ZK verification layer – mainnet beta – is now live on Ethereum. This means that developers can verify ZK proofs on Ethereum for less than 10% of the cost and that they can submit thousands of proofs per batch.show more

Many $IREN investors are waiting for an announcement from... the company, to remove any doubts around Sweetwater 2 being included in batch zero baseload. At OnlyFrans, we prefer to follow the development facts, and as you can see in the time-lapse from the past 3 weeks, the progress is undeniable. Matching the rendering, the top-view from the satellite shows that the bulk substation earthworks are showing the typical IREN proportions. Roughly 2/3 of the footprint for the 345kV network, and the 1/3 smaller footprint above for the 138kV network. Further to the left, near the top of the image, we can see that the first signs for the two 300MW Primary substations are taking shape. I expect civil works to start in Q4, and after the stormwater works at Sweetwater 1 are done, I expect the main focus of the work to be stormwater management, in parallel with building out the bulk, and primary substations. Needless to say, Sweetwater 2 is batch zero baseload. Sweetwater 2 is an early example of the market moving before the rulebook did. In March 2025, IREN committed roughly $31m to secure 600MW with AEP — ~$51.7k/MW. Nearly a year later, Texas settled on a $50k/MW financial-security benchmark (under CIAC) for large loads entering Batch Zero. This means $IREN and AEP (the interconnecting TDSP for SW2) were already operating with the kind of financial commitment Texas would later require to separate real projects from speculative load requests. In other words: IREN was positioning its projects as real/financially committed rather than speculative well before Batch Zero forced everyone to do it. Think about it, if anyone would be compliant to the batch zero baseload requirements, wouldn't it be the company that had completed CIAC (Contribution in Aid of Construction) a year before it became mandatory for everyone else? I see a site progressing as if it's approved, and a connection progress that was completed before it became common knowledge. And somehow there are people that doubt that IREN will add 600MW of power next year? Now if you are interested to find out what else there is in batch zero baseload from IREN, you know where to go. Long $IRENshow more

🚨‼️🔥: THE U.S. GOVERNMENT JUST RELEASED THE FOURTH BATCH... OF THE UFO FILES!!! 🛸 Look at the Footage and of this crazy UFO that was captured on Video and included this new batch! This is nuts!!!show more

can we talk about how genius it was to... have the trailer go off to snow not finishing the quote “may the odds be ever in your favor” bc he knows the odds are NEVER in their favor.show more

Fans are speculating that Gigi and Brooklyn are trying... to REUNITE after they posted the EXACT SAME video holding their dogs with the same caption as well 🤨👀show more

We need 150 people to test the new batch... of Vape. Comment "2026" and drop your email in our DMshow more