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Rotary Position Embeddings (RoPE) is a technique for encoding token positions in a sequence. It is widely used in many models and works well for standard context lengths. However, it requires adaptation for longer contexts. In this article, you will learn how RoPE is adapted for long context length. Let’s get started. Rotary Position Embeddings…
In this article, you will learn three reliable techniques — ordinal encoding, one-hot encoding, and target (mean) encoding — for turning categorical features into model-ready numbers while preserving their meaning. Topics we will cover include: When and how to apply ordinal (label-style) encoding for truly ordered categories. Using one-hot encoding safely for nominal features and…
CNAP Vs Truecaller In India: The Telecom Regulatory Authority of India (TRAI) has begun rolling out Calling Name Presentation, or CNAP, a feature that shows the real name of the caller on your phone screen before you answer the call. The name displayed is the one linked to the caller’s Aadhaar card, not a name…
import dataclassesimport os import datasetsimport tqdmimport tokenizersimport torchimport torch.nn as nnimport torch.nn.functional as Fimport torch.optim.lr_scheduler as lr_schedulerfrom torch import Tensor # Load the tokenizertokenizer = tokenizers.Tokenizer.from_file("bpe_50K.json") # Load the datasetdataset = datasets.load_dataset("HuggingFaceFW/fineweb", "sample-10BT", split="train") # Build the model@dataclasses.dataclassclass LlamaConfig: """Define Llama model hyperparameters.""" vocab_size: int = 50000 # Size of the tokenizer vocabulary max_position_embeddings: int = 2048 # Maximum sequence length hidden_size: int = 768 #…
Redmi Pad 2 Pro Price In India: Chinese smartphone brand Xiaomi’s sub-brand Redmi is all set to launch the Redmi Pad 2 Pro in India. The company has confirmed that the tablet will debut on January 6, alongside the Redmi Note 15 5G. However, the promotional teasers describe the tablet with the tagline “Everything Pro,…
New Delhi: The Financial Fraud Risk Indicator (FRI) has helped prevent the financial loss of Rs 660 crore in cyber fraud across the banking ecosystem in just six months since its rollout, the Department of Telecommunications (DoT) said on Monday. The FRI is driven by active support of the Reserve Bank of India (RBI) and…
Tech Layoffs In 2025: As we all know, artificial intelligence (AI) is changing the way we work around the world. In 2025, its impact on tech employees has been both exciting and concerning. On one hand, AI and machine learning tools are helping workers complete tasks faster and smarter, boosting productivity like never before. On…
Free Wi-Fi At Delhi Airport Terminal 3: In the world of fast-paced digital world, staying connected has become a necessity rather than a luxury, especially while travelling. Whether it is checking flight updates, navigating terminals, responding to work emails, or staying in touch with loved ones, reliable internet access plays an important role in ensuring…
Microsoft AI chief Mustafa Suleyman has cautioned that the company is prepared to abandon any artificial intelligence system that shows signs of operating beyond human control. Speaking in an interview with Bloomberg, Suleyman outlined Microsoft’s vision for what he calls “humanist superintelligence”, AI designed to advance human interests rather than act independently. He stressed that…
Samsung Galaxy S26 Ultra India Launch: South Korean Giant Samsung has prepared its flagship Galaxy S26 series for the next Galaxy Unpacked event. The Galaxy S26 lineup is set to come with three models which includes the Galaxy S26, Galaxy S26 Plus and the premium Galaxy S26 Ultra. The battery for the Galaxy S26+ has…
World's Richest Person: xAI and SpaceX CEO Elon Musk’s net worth has jumped to nearly $750 billion after a US court brought back his Tesla stock options worth $139 billion. According to Forbes’ billionaires list, this move puts Musk closer to becoming the world’s first trillionaire. The Delaware Supreme Court in the US restored Musk’s 2018…
The Machine Learning Engineer’s Checklist: Best Practices for Reliable ModelsImage by Editor Introduction Building newly trained machine learning models that work is a relatively straightforward endeavor, thanks to mature frameworks and accessible computing power. However, the real challenge in the production lifecycle of a model begins after the first successful training run. Once deployed, a…