Mining industry growth rate in India FY 2013-2023. Annual growth rate of mine production in India from financial year 2013 to 2023. Basic Statistic Mining IIP in India FY 2010-2022 ...

1. Introduction. Many countries across the globe have come to regard artisanal mining as an important economic sector as conventional large-scale mining (Hentschel et al., 2002).In Africa, the recognition of artisanal mining is a break from the previous decades' emphasis on large-scale oil and mineral exploitation by huge mining …

As the world gears up for net zero, demand for raw materials is set to soar. The energy transition presents unique challenges for metals and mining companies, …

Large language models (LLMs) are initially pretrained for broad capabilities and then finetuned with instruction-following datasets to improve their performance in interacting with humans. Despite advances in finetuning, a standardized guideline for selecting high-quality datasets to optimize this process remains elusive. In this paper, we first propose …

The Indian Mining and Construction Equipment (MCE) industry reported a 5 percent growth year-on-year (YoY) in volumes in the April-June quarter, a report showed on Tuesday. As per the initial data released by the Indian Construction Equipment Manufacturers Association (ICEMA), Get more Economy & Infra News and Business …

Innovation plays a critical role in the mining industry as a tool to improve the efficiency of its processes, to reduce costs, but also to meet the increasing social and environmental concerns among communities and authorities. Technological progress has also been crucial to allow the exploitation of new deposits in more complex scenarios: …

In brief. The mining and metals companies need to surmount various challenges, including meeting rising ESG and social expectations, transitioning towards low-carbon value chains, among others, to fully leverage the potential of the sector.; Minerals are non-renewable and limited natural resources that constitute vital raw materials in …

Silvermine Growth Partners is a purpose-built private investment firm focused on partnering with business owners and management teams to build and grow industry-leading companies. Our investment philosophy is simple: when you take care of the employees and the customers, the financial returns will follow. ...

The global cryptocurrency mining market size reached nearly USD 2.93 billion in 2023. The market is projected to grow at a CAGR of 12.2% between 2024 and 2032 to reach a value of around USD 8.26 billion by 2032.

Namibia has raised its economic growth forecasts for 2023 and 2024 and lowered a budget deficit projection due mainly to strong growth in the oil and mining sectors, its finance minister said on ...

Instruction Mining: High-Quality Instruction Data Selection for Large Language Models. Published on Jul 12, 2023 ... To enhance language models' ability of interpreting and responding to instructions, instruction finetuning has emerged as a critical method in this area. Recent studies found that large language models can be …

AB - This study explored first-, second-, and third-grade reading instruction and students' (n = 1,586) reading skill growth in Florida Reading First (RF) classrooms (n = 95). The goal of RF is to improve students' literacy outcomes through the use of research-based instruction, assessment, teacher training, and program evaluation.

Despite advances in finetuning, a standardized guideline for selecting high-quality datasets to optimize this process remains elusive. In this paper, we first propose …

spark.mllib provides a parallel implementation of FP-growth, a popular algorithm to mining frequent itemsets. FP-growth. The FP-growth algorithm is described in the paper Han et al., Mining frequent patterns without candidate generation, where "FP" stands for frequent pattern. Given a dataset of transactions, the first step of FP-growth is ...

The selection of the growth mode is a crucial step to achieve GGRM. However, there is a limited number of growth mode selection methods that are specifically suitable for GGRM. The capacity …

In this work, we introduce three analytical views for instruction mining, which is aimed to select the instruction data that can maximize the performance of instruction tuning. Leveraging these views, we propose a multi-view fusion framework for efficient instruction sampling. We perform the framework on various open-sourced instruction ...

After instruction mining based on the fusion of the three views, the new dataset can serve as a better basis for instruction tuning. Notice during the whole process, we did not resort to either a stronger LLM or manual inspection, and mostly relying on the statistical features from the model itself, therefore our method is highly extensible and ...

A stand-alone Ministry focusing on mining was created. Search. DRC-Africa Battery Metals Forum. DRC Mining Week. Nigeria Mining Week. Search. News. Features & Analysis. Latest news. Industry sectors ... Maintaining growth and momentum in Kenya's mining sector. By Guest Contributor. October 25, 2018. Credit:

Better understanding the trade-off between mining terrestrial deposits at higher environmental and social costs and learning how to extract higher-quality deposits on celestial bodies is the goal of this analysis. We line out a research agenda on how mining in Space could potentially contribute to sustainable growth on Earth.

Instruction tuning is a burgeoning method to elicit the general intelligence of Large Language Models (LLMs). However, the creation of instruction data is still largely heuristic, leading to significant variation in quantity and quality across existing datasets. While some research advocates for expanding the number of instructions, others …

The global agriculture, construction, and mining machinery manufacturing market is expected to grow at a CAGR of 5.5% during the forecast period from 2018 to 2030.

To enhance language models' ability of interpreting and responding to instructions, instruction finetuning has emerged as a critical method in this area. Recent studies found that large language models can be finetuned to perform well even with a small amount of high-quality instruction-following data.

The construction and mining equipment market is on the brink of a substantial transformation, projected to grow at a remarkable CAGR of 6.7% between 2022 and 2027, with an estimated increase of ...

At a grassland mine restoration site, I compared a commercial AMF inoculum with soil collected from beneath native grasses as a source of inoculum, as well as a control treatment. Field plots were broadcast-inoculated and seeded with native grasses, and biomass of native and non-native species was measured in three consecutive years.

Construction and Mining Equipment Market size is estimated to grow by USD 62.13 billion from 2023 to 2027 at a CAGR of 6.7% with the loaders, dozers, excavators segment.

The second quarter growth was driven by double-digit boosts in three key sectors — mining, manufacturing, and construction. The mining and quarrying sector grew 10 percent in Q2, up from 5.8 percent in Q1. However, this strong growth was enabled by a low base in Q2 last year, when the sector contracted 0.1 percent.

The World Bank Group has estimated that this increased demand for minerals will necessitate a global mining investment of $1,7 trillion. Attracting a portion of this investment to low- and middle-income nations could promote economic growth, job creation, and local development.

Growth models with resources and environmental externalities typically assume that planet Earth is a closed economy. ... Our results show that it is possible for Space mining to contribute to sustainable growth on Earth. Our simulations are stylized, but provide a baseline for how growth models can be used in the context of Space …

This paper proposes I NSTRUCT M INING, a linear rule for evaluating instruction-following data quality, which is formulated using specific natural language indicators and demonstrated that it can help select relatively high-quality samples from various instruction- following datasets. Large language models typically undergo two training …

And rebuilding the war chest for reorienting and rebuilding a growth agenda. Mining being an extractive industry, you regress by standing still. You have to, as an imperative, think about growth. Being cyclical, we've come out of a phase where over the last few years post the crash after the boom, growth was the last thing on mining ...