nlp

a-mhamdi · Dec 22, 2024 · fa96da8 · fa96da8
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diff --git a/Codes/Julia/Part-3/nlp/nlp.ipynb b/Codes/Julia/Part-3/nlp/nlp.ipynb
@@ -5,7 +5,7 @@
    "id": "37257731-6782-49b3-a59e-5f772c9cf7d6",
    "metadata": {},
    "source": [
-    "# Natural Language Processing\n",
+    "# NATURAL LANGUAGE PROCESSING\n",
     "---"
    ]
   },
@@ -19,8 +19,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Julia Version 1.11.1\n",
-      "Commit 8f5b7ca12ad (2024-10-16 10:53 UTC)\n",
+      "Julia Version 1.11.2\n",
+      "Commit 5e9a32e7af2 (2024-12-01 20:02 UTC)\n",
       "Build Info:\n",
       "  Official https://julialang.org/ release\n",
       "Platform Info:\n",
@@ -30,14 +30,14 @@
       "  LLVM: libLLVM-16.0.6 (ORCJIT, skylake)\n",
       "Threads: 1 default, 0 interactive, 1 GC (on 8 virtual cores)\n",
       "Environment:\n",
-      "  LD_LIBRARY_PATH = /home/mhamdi/torch/install/lib:/home/mhamdi/torch/install/lib:/home/mhamdi/torch/install/lib:\n",
       "  DYLD_LIBRARY_PATH = /home/mhamdi/torch/install/lib:/home/mhamdi/torch/install/lib:/home/mhamdi/torch/install/lib:\n",
+      "  LD_LIBRARY_PATH = /home/mhamdi/torch/install/lib:/home/mhamdi/torch/install/lib:/home/mhamdi/torch/install/lib:\n",
       "  JULIA_NUM_THREADS = 8\n"
      ]
     }
    ],
    "source": [
-    "versioninfo() # -> v\"1.11.1\""
+    "versioninfo() # -> v\"1.11.2\""
    ]
   },
   {
@@ -361,7 +361,7 @@
    "id": "be552738-c7a0-479b-9e61-c17e85187a52",
    "metadata": {},
    "source": [
-    "**Part-of-speech tags**\""
+    "**Part-of-speech tags**"
    ]
   },
   {
@@ -409,13 +409,6 @@
    "id": "035bb1c4-e30c-431b-b527-51fadcbe3622",
    "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "\u001b[36m\u001b[1m[ \u001b[22m\u001b[39m\u001b[36m\u001b[1mInfo: \u001b[22m\u001b[39mPrecompiling Embeddings [c5bfea45-b7f1-5224-a596-15500f5db411] (cache misses: wrong dep version loaded (2))\n"
-     ]
-    },
     {
      "data": {
       "text/plain": [
@@ -724,7 +717,7 @@
     {
      "data": {
       "text/plain": [
-       "(sparse([1, 2, 2, 2, 1, 2, 1, 2, 1, 1], [1, 2, 3, 4, 5, 6, 7, 8, 9, 10], [0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2, 0.2], 2, 10), [0.5; 0.5;;])"
+       "(sparse([1, 1, 1, 1, 1, 1, 2, 1, 1, 2], [1, 2, 3, 4, 5, 6, 7, 8, 9, 10], [0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.5, 0.125, 0.125, 0.5], 2, 10), [0.8; 0.2;;])"
       ]
      },
      "execution_count": 25,
@@ -737,21 +730,21 @@
     "iterations = 1000  # number of Gibbs sampling iterations\n",
     "α = 0.1            # hyper parameter\n",
     "β  = 0.1           # hyper parameter\n",
-    "ϕ, θ  = lda(m, k, iterations, α, β) # "
+    "ϕ, θ  = lda(m, k, iterations, α, β) "
    ]
   }
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Julia 1.11.1",
+   "display_name": "IJulia 1.11.2",
    "language": "julia",
-   "name": "julia-1.11"
+   "name": "ijulia-1.11"
   },
   "language_info": {
    "file_extension": ".jl",
    "mimetype": "application/julia",
    "name": "julia",
-   "version": "1.11.1"
+   "version": "1.11.2"
   }
  },
  "nbformat": 4,

diff --git a/Codes/Julia/Part-3/nlp/nlp.jl b/Codes/Julia/Part-3/nlp/nlp.jl
@@ -1,5 +1,5 @@
 ### A Pluto.jl notebook ###
-# v0.20.3
+# v0.20.4
 
 #> [frontmatter]
 #> title = "Natural Language Processing"
@@ -29,10 +29,7 @@ using LinearAlgebra
 md"# NATURAL LANGUAGE PROCESSING"
 
 # ╔═╡ 384c0666-27c6-4bc8-8e9d-c20d0fd3c919
-versioninfo() # -> v"1.11.1"
-
-# ╔═╡ 8bbf13dd-9faf-4566-91a4-cba2759048f6
-cd(@__DIR__)
+versioninfo() # -> v"1.11.2"
 
 # ╔═╡ f336e7e2-99ae-4b91-8f93-0607eede9773
 txt = "The quick brown fox is jumping over the lazy dog" # Pangram [modif.]
@@ -226,7 +223,7 @@ iterations = 1000  # number of Gibbs sampling iterations
 β  = 0.1           # hyper parameter
 
 # ╔═╡ 92520517-1ba9-4436-9472-91699cb2b56c
-ϕ, θ  = lda(m, k, iterations, α, β) #
+ϕ, θ  = lda(m, k, iterations, α, β)
 
 # ╔═╡ 1b94b44f-2c26-463e-bb24-2e8b895a2b5a
 html"""
@@ -243,7 +240,6 @@ html"""
 # ╔═╡ Cell order:
 # ╠═d8292e75-d298-4e8e-b7bb-acc848e01b4a
 # ╠═384c0666-27c6-4bc8-8e9d-c20d0fd3c919
-# ╠═8bbf13dd-9faf-4566-91a4-cba2759048f6
 # ╠═5f3b5700-d705-477d-8f20-6d09ecb4a8b3
 # ╠═bf1da4bc-48f4-4042-a7ab-e042bbd32d41
 # ╠═f336e7e2-99ae-4b91-8f93-0607eede9773